打算回答什麼問題？ 探討疫情期間確診病例數與股市之間各面向的關係
資料來源: [美股] * 資料區間：2020/01/01~2021/04/30 * 美國病例數：Our World in Data，是英國牛津大學全球變化數據實驗室的科學出版物 * sp500各類股歷史資料：MarketWatch，是一個提供金融信息、商業新聞、分析和股市數據的網站，道瓊公司的子公司(sp500將美國產業分成11大類股)
[台股] * 資料區間：2020/04/01~2021/05/31 * 台灣病例數：台灣疫情報告(https://covid-19.nchc.org.tw/dt_005-covidTable_taiwan.php) * 使用r語言的quantmod包中的getSymbols函數擷取股價資料，資料來源自yahoo finance * 類股指數資料來源：來自台灣證券交易所公布之3-5月資料
情緒分析 *
對資料表進行初步檢視後，進行整理，以便後續進行資料視覺化。
import packages
library(htmlwidgets)
library(webshot)
library(dplyr)
library(zoo)
library(pracma)
library(ggplot2)
library(plotly)
library(dygraphs)
library(xts)
library(caret)
library(tidyr)
library(ggpmisc)定義後續使用之函數
# 計算標準化數據與其七日簡單平均、七日指數平均、變動率
getMA_ROC <- function(df, prefix){
df$Date <- as.Date(df$Date)
df[prefix] <- as.numeric(unlist(df[prefix]))
preproc1 <- preProcess(df[prefix], method=c("center", "scale"))
df['norm'] <- predict(preproc1, df[prefix])
df['ROC'] <- (df['norm'] - lag(df['norm']))/lag(df['norm'])
df['7MA'] <- movavg(unlist(df['norm']),7, type="s")
df['7EMA'] <- movavg(unlist(df['norm']),7, type="e")
colnames(df) <- c("Date", prefix, paste0(prefix, c("_std","_ROC", "_7MA", "_7EMA")))
return(df)
}
# 計算台灣各類股繪圖資料
tw_cat_rmse <- function(df){
na = colnames(df[2])
df['real'] <- df[5]
df['pred'] <- df[3]
df['origin'] <- df[4]
df['residues'] = df['pred'] - df['real']
df['group'] = c(rep(seq(as.Date("2021-04-03"), as.Date("2021-05-28"), 5), each = 5), rep(as.Date("2021-06-02"),3)) # 補最後三個
df = df %>% group_by(group) %>%
summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(origin), sign = mean(sum(residues)), category = na)
return(df)
}# read data
list.files('data\\stock')## [1] "BTC-Oil-Gold-COVID.csv" "SP500.csv" "SP500_USnewcases.csv"
## [4] "TAIEX-COVID.csv" "TAIEX.csv" "TAIEX_7MA.csv"
## [7] "TAIEX_ROC.csv"# [1] "BTC-Oil-Gold-COVID.csv" "SP500.csv" "SP500_USnewcases.csv" "TAIEX-COVID.csv" "TAIEX.csv" "TAIEX_7MA.csv" "TAIEX_ROC.csv"
btc_oil_gold = read.csv("data\\stock\\BTC-Oil-Gold-COVID.csv", encoding = "UTF-8") # 比特幣-原油-黃金價格,七日簡單均線,變動率
US_SP500_ALL = read.csv("data\\stock\\SP500.csv", encoding = "UTF-8") # 美股標普五百指數原始數值
US_SP500_CAT = read.csv("data\\stock\\SP500_USnewcases.csv", encoding = "UTF-8") # 美股標普五百各類原始數值
TAIEX_COVID = read.csv("data\\stock\\TAIEX-COVID.csv", encoding = "UTF-8") # 台股大盤,七日簡單均線,變動率
TAIEX = read.csv("data\\stock\\TAIEX.csv", encoding = "UTF-8") # 台股類股原始數值
TAIEX_7MA = read.csv("data\\stock\\TAIEX_7MA.csv", encoding = "UTF-8") # 台股類股七日簡單均線
TAIEX_ROC = read.csv("data\\stock\\TAIEX_ROC.csv", encoding = "UTF-8") # 台股類股變動率
# 整合至資料列表
data_list = list(btc_oil_gold, US_SP500_ALL, US_SP500_CAT, TAIEX_COVID, TAIEX, TAIEX_7MA, TAIEX_ROC)
names(data_list) = gsub("-", "_",list.files('data\\stock'))# get column names
col_names = lapply(data_list, colnames)
# rename data frame columns
col_names$TAIEX_ROC.csv = paste0(col_names$TAIEX_ROC.csv, "_ROC")
col_names$TAIEX_7MA.csv = paste0(col_names$TAIEX_7MA.csv, "_7MA")
col_names$TAIEX_COVID.csv = c("Date", "大盤", "大盤_ROC", "大盤_7MA", "大盤_7EMA", "TW_COVID", "TW_COVID_7MA", "TW_COVID_7EMA", "TW_COVID_CUM")
col_names$BTC_Oil_Gold_COVID.csv[1] = "Date"
# rename data frame columns
for (i in 1:length(data_list)){
names(data_list[[i]]) <- col_names[[i]]
}重新分類data frame，原本的data frame含有重複的欄位(例如疫情資料)，僅保留所需欄位後，分類各類別資料並獨立各自成表。
TW_COVID = data_list$TAIEX_COVID.csv[c("Date", "TW_COVID", "TW_COVID_7MA", "TW_COVID_7EMA", "TW_COVID_CUM" )]
US_COVID = data_list$BTC_Oil_Gold_COVID.csv[c("Date","new_cases","new_cases_7MA", "total_cases")]
colnames(US_COVID) <- c("Date", "US_COVID", "US_COVID_7MA", "US_COVID_CUM")
BTC = data_list$BTC_Oil_Gold_COVID.csv[c("Date","BTC","BTC_7MA", "BTC_ROC")]
OIL = data_list$BTC_Oil_Gold_COVID.csv[c("Date","Oil","Oil_7MA", "Oil_ROC")]
GOLD = data_list$BTC_Oil_Gold_COVID.csv[c("Date","Gold","Gold_7MA", "Gold_ROC")]
TAIEX_ALL = data_list$TAIEX_COVID.csv[c("Date", "大盤", "大盤_ROC", "大盤_7MA", "大盤_7EMA" )]
TAIEX_CAT = list(data_list$TAIEX.csv[,2:34], data_list$TAIEX_7MA.csv[,2:34], data_list$TAIEX_ROC.csv[,2:34]) # 只保留類股數據與日期
US_SP500_CAT[c("X", "NewCases")] <- NULL # 要另外計算7MA, ROC
# US_SP500_ALL, US_SP500_CAT要另外計算7MA, ROC
# 整理後新的data_list
data_list = list(TW_COVID, US_COVID, BTC, OIL, GOLD, TAIEX_ALL, US_SP500_ALL)
head(data_list[[1]])## Date TW_COVID TW_COVID_7MA TW_COVID_7EMA TW_COVID_CUM
## 1 2021-04-01 6 3.428571 3.428571 1036
## 2 2021-04-02 3 3.714286 3.321429 1039
## 3 2021-04-03 6 3.571429 3.991071 1045
## 4 2021-04-04 2 3.571429 3.493304 1047
## 5 2021-04-05 1 3.571429 2.869978 1048
## 6 2021-04-06 2 3.714286 2.652483 1050col <- c("TW_COVID", "US_COVID", "BTC", "Oil", "Gold", "大盤", "SP500")
for (i in 1:length(data_list)){
pref <- col[i]
dat <- data_list[[i]]
data_list[[i]] <- getMA_ROC(dat[c("Date",pref)], prefix = pref)
}
data_list## [[1]]
## Date TW_COVID TW_COVID_std TW_COVID_ROC TW_COVID_7MA TW_COVID_7EMA
## 1 2021-04-01 6 -0.5921804 NA -0.59218041 -0.5921804
## 2 2021-04-02 3 -0.6062040 0.023681243 -0.59919219 -0.5956863
## 3 2021-04-03 6 -0.5921804 -0.023133415 -0.59685493 -0.5948098
## 4 2021-04-04 2 -0.6108785 0.031574991 -0.60036082 -0.5988270
## 5 2021-04-05 1 -0.6155530 0.007652132 -0.60339926 -0.6030085
## 6 2021-04-06 2 -0.6108785 -0.007594021 -0.60464580 -0.6049760
## 7 2021-04-07 0 -0.6202275 0.015304263 -0.60687176 -0.6087889
## 8 2021-04-08 0 -0.6202275 0.000000000 -0.61087850 -0.6116486
## 9 2021-04-09 4 -0.6015295 -0.030147147 -0.61021071 -0.6091188
## 10 2021-04-10 2 -0.6108785 0.015542124 -0.61288186 -0.6095587
## 11 2021-04-11 1 -0.6155530 0.007652132 -0.61354965 -0.6110573
## 12 2021-04-12 1 -0.6155530 0.000000000 -0.61354965 -0.6121812
## 13 2021-04-13 4 -0.6015295 -0.022782064 -0.61221408 -0.6095183
## 14 2021-04-14 5 -0.5968549 -0.007771062 -0.60887513 -0.6063524
## 15 2021-04-15 1 -0.6155530 0.031327698 -0.60820734 -0.6086526
## 16 2021-04-16 2 -0.6108785 -0.007594021 -0.60954292 -0.6092091
## 17 2021-04-17 2 -0.6108785 0.000000000 -0.60954292 -0.6096264
## 18 2021-04-18 1 -0.6155530 0.007652132 -0.60954292 -0.6111081
## 19 2021-04-19 3 -0.6062040 -0.015188042 -0.60820734 -0.6098820
## 20 2021-04-20 2 -0.6108785 0.007711138 -0.60954292 -0.6101312
## 21 2021-04-21 4 -0.6015295 -0.015304263 -0.61021071 -0.6079807
## 22 2021-04-22 4 -0.6015295 0.000000000 -0.60820734 -0.6063679
## 23 2021-04-23 4 -0.6015295 0.000000000 -0.60687176 -0.6051583
## 24 2021-04-24 7 -0.5875059 -0.023313186 -0.60353282 -0.6007452
## 25 2021-04-25 3 -0.6062040 0.031826219 -0.60219724 -0.6021099
## 26 2021-04-26 4 -0.6015295 -0.007711138 -0.60152945 -0.6019648
## 27 2021-04-27 6 -0.5921804 -0.015542124 -0.59885830 -0.5995187
## 28 2021-04-28 6 -0.5921804 0.000000000 -0.59752272 -0.5976841
## 29 2021-04-29 5 -0.5968549 0.007893748 -0.59685493 -0.5974768
## 30 2021-04-30 7 -0.5875059 -0.015663849 -0.59485156 -0.5949841
## 31 2021-05-01 4 -0.6015295 0.023869664 -0.59685493 -0.5966204
## 32 2021-05-02 5 -0.5968549 -0.007771062 -0.59551935 -0.5966791
## 33 2021-05-03 8 -0.5828314 -0.023495773 -0.59284820 -0.5932171
## 34 2021-05-04 8 -0.5828314 0.000000000 -0.59151262 -0.5906207
## 35 2021-05-05 7 -0.5875059 0.008020369 -0.59084483 -0.5898420
## 36 2021-05-06 13 -0.5594587 -0.047739328 -0.58550252 -0.5822462
## 37 2021-05-07 5 -0.5968549 0.066843501 -0.58683810 -0.5858984
## 38 2021-05-08 5 -0.5968549 0.000000000 -0.58617031 -0.5886375
## 39 2021-05-09 1 -0.6155530 0.031327698 -0.58884146 -0.5953664
## 40 2021-05-10 15 -0.5501097 -0.106316297 -0.58416694 -0.5840522
## 41 2021-05-11 11 -0.5688078 0.033989749 -0.58216357 -0.5802411
## 42 2021-05-12 21 -0.5220626 -0.082181059 -0.57281453 -0.5656965
## 43 2021-05-13 25 -0.5033645 -0.035815804 -0.56480106 -0.5501135
## 44 2021-05-14 34 -0.4612938 -0.083579009 -0.54543518 -0.5279085
## 45 2021-05-15 185 0.2445592 -1.530159241 -0.42523317 -0.3347916
## 46 2021-05-16 207 0.3473987 0.420509709 -0.28766864 -0.1642441
## 47 2021-05-17 335 0.9457376 1.722340880 -0.07397618 0.1132514
## 48 2021-05-18 243 0.5156815 -0.454730896 0.08095086 0.2138589
## 49 2021-05-19 273 0.6559172 0.271942446 0.24923368 0.3243734
## 50 2021-05-20 292 0.7447331 0.135407240 0.42753333 0.4294634
## 51 2021-05-21 314 0.8475726 0.138089070 0.61451424 0.5339907
## 52 2021-05-22 723 2.7594524 2.255712160 0.97378470 1.0903561
## 53 2021-05-23 460 1.5300529 -0.445522990 1.14273530 1.2002803
## 54 2021-05-24 595 2.1611135 0.412443625 1.31636043 1.4404886
## 55 2021-05-25 539 1.8993402 -0.121128888 1.51402596 1.5552015
## 56 2021-05-26 635 2.3480944 0.236268458 1.75576557 1.7534247
## 57 2021-05-27 670 2.5117027 0.069677052 2.00818979 1.9429942
## 58 2021-05-28 554 1.9694580 -0.215887271 2.16845914 1.9496102
## 59 2021-05-29 491 1.6749631 -0.149530950 2.01353210 1.8809484
## 60 2021-05-30 354 1.0345535 -0.382342518 1.94274647 1.6693497
## 61 2021-05-31 351 1.0205299 -0.013555189 1.77980597 1.5071447
## 62 2021-06-01 331 0.9270395 -0.091609714 1.64090586 1.3621184
## 63 2021-06-02 547 1.9367364 1.089162798 1.58214044 1.5057729
##
## [[2]]
## Date US_COVID US_COVID_std US_COVID_ROC US_COVID_7MA US_COVID_7EMA
## 1 2020-01-01 0 -1.0110082462 NA -1.0110082462 -1.0110082462
## 2 2020-01-02 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 3 2020-01-03 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 4 2020-01-04 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 5 2020-01-05 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 6 2020-01-06 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 7 2020-01-07 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 8 2020-01-08 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 9 2020-01-09 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 10 2020-01-10 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 11 2020-01-11 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 12 2020-01-12 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 13 2020-01-13 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 14 2020-01-14 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 15 2020-01-15 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 16 2020-01-16 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 17 2020-01-17 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 18 2020-01-18 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 19 2020-01-19 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 20 2020-01-20 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 21 2020-01-21 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 22 2020-01-22 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 23 2020-01-23 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110082462
## 24 2020-01-24 1 -1.0109930563 -1.502459e-05 -1.0110060762 -1.0110044487
## 25 2020-01-25 0 -1.0110082462 1.502482e-05 -1.0110060762 -1.0110053981
## 26 2020-01-26 3 -1.0109626763 -4.507377e-05 -1.0109995663 -1.0109947177
## 27 2020-01-27 0 -1.0110082462 4.507581e-05 -1.0109995663 -1.0109980998
## 28 2020-01-28 0 -1.0110082462 0.000000e+00 -1.0109995663 -1.0110006364
## 29 2020-01-29 1 -1.0109930563 -1.502459e-05 -1.0109973963 -1.0109987414
## 30 2020-01-30 0 -1.0110082462 1.502482e-05 -1.0109973963 -1.0110011176
## 31 2020-01-31 2 -1.0109778663 -3.004918e-05 -1.0109952263 -1.0109953048
## 32 2020-02-01 0 -1.0110082462 3.005009e-05 -1.0109952263 -1.0109985401
## 33 2020-02-02 0 -1.0110082462 0.000000e+00 -1.0110017363 -1.0110009667
## 34 2020-02-03 3 -1.0109626763 -4.507377e-05 -1.0109952263 -1.0109913941
## 35 2020-02-04 0 -1.0110082462 4.507581e-05 -1.0109952263 -1.0109956071
## 36 2020-02-05 0 -1.0110082462 0.000000e+00 -1.0109973963 -1.0109987669
## 37 2020-02-06 1 -1.0109930563 -1.502459e-05 -1.0109952263 -1.0109973392
## 38 2020-02-07 0 -1.0110082462 1.502482e-05 -1.0109995663 -1.0110000660
## 39 2020-02-08 0 -1.0110082462 0.000000e+00 -1.0109995663 -1.0110021111
## 40 2020-02-09 0 -1.0110082462 0.000000e+00 -1.0109995663 -1.0110036449
## 41 2020-02-10 0 -1.0110082462 0.000000e+00 -1.0110060762 -1.0110047952
## 42 2020-02-11 1 -1.0109930563 -1.502459e-05 -1.0110039062 -1.0110018605
## 43 2020-02-12 0 -1.0110082462 1.502482e-05 -1.0110039062 -1.0110034569
## 44 2020-02-13 1 -1.0109930563 -1.502459e-05 -1.0110039062 -1.0110008567
## 45 2020-02-14 0 -1.0110082462 1.502482e-05 -1.0110039062 -1.0110027041
## 46 2020-02-15 0 -1.0110082462 0.000000e+00 -1.0110039062 -1.0110040897
## 47 2020-02-16 0 -1.0110082462 0.000000e+00 -1.0110039062 -1.0110051288
## 48 2020-02-17 0 -1.0110082462 0.000000e+00 -1.0110039062 -1.0110059082
## 49 2020-02-18 0 -1.0110082462 0.000000e+00 -1.0110060762 -1.0110064927
## 50 2020-02-19 0 -1.0110082462 0.000000e+00 -1.0110060762 -1.0110069311
## 51 2020-02-20 0 -1.0110082462 0.000000e+00 -1.0110082462 -1.0110072599
## 52 2020-02-21 2 -1.0109778663 -3.004918e-05 -1.0110039062 -1.0109999115
## 53 2020-02-22 0 -1.0110082462 3.005009e-05 -1.0110039062 -1.0110019952
## 54 2020-02-23 0 -1.0110082462 0.000000e+00 -1.0110039062 -1.0110035579
## 55 2020-02-24 0 -1.0110082462 0.000000e+00 -1.0110039062 -1.0110047300
## 56 2020-02-25 0 -1.0110082462 0.000000e+00 -1.0110039062 -1.0110056091
## 57 2020-02-26 0 -1.0110082462 0.000000e+00 -1.0110039062 -1.0110062684
## 58 2020-02-27 1 -1.0109930563 -1.502459e-05 -1.0110017363 -1.0110029653
## 59 2020-02-28 0 -1.0110082462 1.502482e-05 -1.0110060762 -1.0110042856
## 60 2020-02-29 8 -1.0108867264 -1.201967e-04 -1.0109887163 -1.0109748958
## 61 2020-03-01 7 -1.0109019163 1.502640e-05 -1.0109735263 -1.0109566509
## 62 2020-03-02 23 -1.0106588766 -2.404187e-04 -1.0109236163 -1.0108822073
## 63 2020-03-03 19 -1.0107196365 6.011914e-05 -1.0108823864 -1.0108415646
## 64 2020-03-04 33 -1.0105069767 -2.104043e-04 -1.0108107764 -1.0107579176
## 65 2020-03-05 77 -1.0098386174 -6.614099e-04 -1.0106458566 -1.0105280926
## 66 2020-03-06 53 -1.0102031770 3.610078e-04 -1.0105308467 -1.0104468637
## 67 2020-03-07 166 -1.0084867086 -1.699132e-03 -1.0101879870 -1.0099568249
## 68 2020-03-08 116 -1.0092462079 7.531079e-04 -1.0099514572 -1.0097791707
## 69 2020-03-09 75 -1.0098689973 6.170837e-04 -1.0098386174 -1.0098016273
## 70 2020-03-10 188 -1.0081525290 -1.699694e-03 -1.0094718877 -1.0093893527
## 71 2020-03-11 365 -1.0054639015 -2.666886e-03 -1.0087514484 -1.0084079899
## 72 2020-03-12 439 -1.0043398426 -1.117951e-03 -1.0079659091 -1.0073909531
## 73 2020-03-13 633 -1.0013929854 -2.934124e-03 -1.0067073103 -1.0058914612
## 74 2020-03-14 759 -0.9994790472 -1.911276e-03 -1.0054205016 -1.0042883577
## 75 2020-03-15 234 -1.0074537896 7.978899e-03 -1.0051644418 -1.0050797157
## 76 2020-03-16 1467 -0.9887245374 -1.859068e-02 -1.0021438047 -1.0009909211
## 77 2020-03-17 1833 -0.9831650027 -5.622936e-03 -0.9985741581 -0.9965344415
## 78 2020-03-18 2657 -0.9706484546 -1.273087e-02 -0.9936005228 -0.9900629448
## 79 2020-03-19 4494 -0.9427444511 -2.874780e-02 -0.9848011811 -0.9782333213
## 80 2020-03-20 6367 -0.9142936081 -3.017874e-02 -0.9723584130 -0.9622483930
## 81 2020-03-21 5995 -0.9199442827 6.180372e-03 -0.9609963037 -0.9516723655
## 82 2020-03-22 8873 -0.8762275042 -4.752112e-02 -0.9422496915 -0.9328111502
## 83 2020-03-23 11238 -0.8403031884 -4.099885e-02 -0.9210466417 -0.9096841597
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##
## [[3]]
## Date BTC BTC_std BTC_ROC BTC_7MA BTC_7EMA
## 1 2020-01-01 7200.174 -0.76143491 NA -0.76143491 -0.761434909
## 2 2020-01-02 6985.470 -0.77392182 1.639918e-02 -0.76767836 -0.764556636
## 3 2020-01-03 7344.884 -0.75301877 -2.700925e-02 -0.76279183 -0.761672169
## 4 2020-01-04 7410.657 -0.74919353 -5.079874e-03 -0.75939226 -0.758552509
## 5 2020-01-05 7411.317 -0.74915510 -5.128481e-05 -0.75734483 -0.756203158
## 6 2020-01-06 7769.219 -0.72834000 -2.778477e-02 -0.75251069 -0.749237369
## 7 2020-01-07 8163.692 -0.70539796 -3.149908e-02 -0.74578030 -0.738277516
## 8 2020-01-08 8079.863 -0.71027338 6.911587e-03 -0.73847151 -0.731276482
## 9 2020-01-09 7879.071 -0.72195115 1.644123e-02 -0.73104713 -0.728945149
## 10 2020-01-10 8166.554 -0.70523152 -2.315895e-02 -0.72422038 -0.723016742
## 11 2020-01-11 8037.538 -0.71273496 1.063968e-02 -0.71901201 -0.720446296
## 12 2020-01-12 8192.494 -0.70372289 -1.264435e-02 -0.71252169 -0.716265444
## 13 2020-01-13 8144.194 -0.70653194 3.991704e-03 -0.70940626 -0.713832068
## 14 2020-01-14 8827.765 -0.66677639 -5.626859e-02 -0.70388889 -0.702068148
## 15 2020-01-15 8807.011 -0.66798341 1.810232e-03 -0.69784746 -0.693546962
## 16 2020-01-16 8723.786 -0.67282364 7.246040e-03 -0.69082925 -0.688366132
## 17 2020-01-17 8929.038 -0.66088646 -1.774192e-02 -0.68449424 -0.681496213
## 18 2020-01-18 8942.809 -0.66008558 -1.211819e-03 -0.67697290 -0.676143555
## 19 2020-01-19 8706.245 -0.67384380 2.084309e-02 -0.67270446 -0.675568617
## 20 2020-01-20 8657.643 -0.67667046 4.194830e-03 -0.66843853 -0.675844079
## 21 2020-01-21 8745.895 -0.67153785 -7.585107e-03 -0.66911874 -0.674767521
## 22 2020-01-22 8680.876 -0.67531924 5.630947e-03 -0.67016672 -0.674905450
## 23 2020-01-23 8406.516 -0.69127568 2.362799e-02 -0.67280272 -0.678998007
## 24 2020-01-24 8445.435 -0.68901220 -3.274345e-03 -0.67682069 -0.681501556
## 25 2020-01-25 8367.848 -0.69352456 6.549018e-03 -0.68159768 -0.684507306
## 26 2020-01-26 8596.830 -0.68020724 -1.920237e-02 -0.68250675 -0.683432290
## 27 2020-01-27 8909.819 -0.66200419 -2.676103e-02 -0.68041157 -0.678075266
## 28 2020-01-28 9358.590 -0.63590429 -3.942559e-02 -0.67532106 -0.667532521
## 29 2020-01-29 9316.630 -0.63834462 3.837584e-03 -0.67003897 -0.660235547
## 30 2020-01-30 9508.993 -0.62715703 -1.752595e-02 -0.66087916 -0.651965918
## 31 2020-01-31 9350.529 -0.63637308 1.469497e-02 -0.65335929 -0.648067708
## 32 2020-02-01 9392.875 -0.63391031 -3.870011e-03 -0.64484297 -0.644528358
## 33 2020-02-02 9344.365 -0.63673157 4.450574e-03 -0.63863216 -0.642579162
## 34 2020-02-03 9293.521 -0.63968858 4.644038e-03 -0.63544421 -0.641856516
## 35 2020-02-04 9180.963 -0.64623484 1.023351e-02 -0.63692000 -0.642951097
## 36 2020-02-05 9613.424 -0.62108348 -3.891985e-02 -0.63445413 -0.637484192
## 37 2020-02-06 9729.802 -0.61431509 -1.089771e-02 -0.63261956 -0.631691917
## 38 2020-02-07 9795.943 -0.61046838 -6.261785e-03 -0.62891889 -0.626386033
## 39 2020-02-08 9865.119 -0.60644521 -6.590305e-03 -0.62499531 -0.621400827
## 40 2020-02-09 10116.674 -0.59181512 -2.412434e-02 -0.61857867 -0.614004399
## 41 2020-02-10 9856.611 -0.60694001 2.555679e-02 -0.61390030 -0.612238302
## 42 2020-02-11 10208.236 -0.58648996 -3.369369e-02 -0.60536532 -0.605801217
## 43 2020-02-12 10326.055 -0.57963780 -1.168334e-02 -0.59944451 -0.599260363
## 44 2020-02-13 10214.380 -0.58613266 1.120503e-02 -0.59541845 -0.595978437
## 45 2020-02-14 10312.116 -0.58044844 -9.697833e-03 -0.59112989 -0.592095939
## 46 2020-02-15 9889.425 -0.60503162 4.235205e-02 -0.59092795 -0.595329860
## 47 2020-02-16 9934.434 -0.60241397 -4.326472e-03 -0.59244207 -0.597100887
## 48 2020-02-17 9690.143 -0.61662162 2.358452e-02 -0.59382515 -0.601981069
## 49 2020-02-18 10141.996 -0.59034241 -4.261805e-02 -0.59437550 -0.599071404
## 50 2020-02-19 9633.387 -0.61992246 5.010661e-02 -0.60013045 -0.604284168
## 51 2020-02-20 9608.476 -0.62137126 2.337065e-03 -0.60516454 -0.608555942
## 52 2020-02-21 9686.441 -0.61683687 -7.297393e-03 -0.61036289 -0.610626174
## 53 2020-02-22 9663.182 -0.61818963 2.193055e-03 -0.61224260 -0.612517038
## 54 2020-02-23 9924.516 -0.60299079 -2.458605e-02 -0.61232500 -0.610135475
## 55 2020-02-24 9650.175 -0.61894609 2.646028e-02 -0.61265707 -0.612338128
## 56 2020-02-25 9341.705 -0.63688628 2.898507e-02 -0.61930620 -0.618475167
## 57 2020-02-26 8820.522 -0.66719758 4.759295e-02 -0.62605979 -0.630655771
## 58 2020-02-27 8784.494 -0.66929294 3.140539e-03 -0.63290574 -0.640315064
## 59 2020-02-28 8672.455 -0.67580899 9.735715e-03 -0.64133033 -0.649188545
## 60 2020-02-29 8599.509 -0.68005145 6.277603e-03 -0.65016773 -0.656904271
## 61 2020-03-01 8562.454 -0.68220650 3.168954e-03 -0.66148426 -0.663229828
## 62 2020-03-02 8869.670 -0.66433923 -2.619041e-02 -0.66796900 -0.663507179
## 63 2020-03-03 8787.786 -0.66910148 7.168407e-03 -0.67257117 -0.664905755
## 64 2020-03-04 8755.246 -0.67099397 2.828399e-03 -0.67311351 -0.666427809
## 65 2020-03-05 9078.763 -0.65217867 -2.804094e-02 -0.67066861 -0.662865524
## 66 2020-03-06 9122.546 -0.64963230 -3.904411e-03 -0.66692909 -0.659557217
## 67 2020-03-07 8909.954 -0.66199636 1.903240e-02 -0.66434979 -0.660167002
## 68 2020-03-08 8108.116 -0.70863020 7.044426e-02 -0.66812460 -0.672282801
## 69 2020-03-09 7923.645 -0.71935883 1.513996e-02 -0.67598454 -0.684051808
## 70 2020-03-10 7909.729 -0.72016811 1.125002e-03 -0.68327978 -0.693080883
## 71 2020-03-11 7911.430 -0.72006920 -1.373423e-04 -0.69029052 -0.699827962
## 72 2020-03-12 4970.788 -0.89109309 2.375104e-01 -0.72442115 -0.747644245
## 73 2020-03-13 5563.707 -0.85660970 -3.869785e-02 -0.75398936 -0.774885609
## 74 2020-03-14 5200.366 -0.87774113 2.466867e-02 -0.78481004 -0.800599489
## 75 2020-03-15 5392.315 -0.86657764 -1.271843e-02 -0.80737396 -0.817094028
## 76 2020-03-16 5014.480 -0.88855203 2.535767e-02 -0.83154442 -0.834958528
## 77 2020-03-17 5225.629 -0.87627186 -1.382043e-02 -0.85384495 -0.845286860
## 78 2020-03-18 5238.438 -0.87552690 -8.501465e-04 -0.87605319 -0.852846869
## 79 2020-03-19 6191.193 -0.82011595 -6.328869e-02 -0.86591360 -0.844664139
## 80 2020-03-20 6198.778 -0.81967479 -5.379237e-04 -0.86063718 -0.838416801
## 81 2020-03-21 6185.066 -0.82047226 9.729065e-04 -0.85245592 -0.833930665
## 82 2020-03-22 5830.255 -0.84110763 2.515060e-02 -0.84881734 -0.835724906
## 83 2020-03-23 6416.315 -0.80702314 -4.052333e-02 -0.83717036 -0.828549465
## 84 2020-03-24 6734.804 -0.78850025 -2.295212e-02 -0.82463156 -0.818537163
## 85 2020-03-25 6681.063 -0.79162574 3.963842e-03 -0.81264568 -0.811809308
## 86 2020-03-26 6716.440 -0.78956824 -2.599089e-03 -0.80828172 -0.806249041
## 87 2020-03-27 6469.798 -0.80391262 1.816737e-02 -0.80602998 -0.805664935
## 88 2020-03-28 6242.194 -0.81714980 1.646594e-02 -0.80555535 -0.808536151
## 89 2020-03-29 5922.043 -0.83576935 2.278598e-02 -0.80479274 -0.815344452
## 90 2020-03-30 6429.842 -0.80623644 -3.533620e-02 -0.80468035 -0.813067449
## 91 2020-03-31 6438.645 -0.80572448 -6.349942e-04 -0.80714095 -0.811231708
## 92 2020-04-01 6606.776 -0.79594616 -1.213607e-02 -0.80775816 -0.807410320
## 93 2020-04-02 6793.625 -0.78507931 -1.365274e-02 -0.80711688 -0.801827568
## 94 2020-04-03 6733.387 -0.78858264 4.462381e-03 -0.80492688 -0.798516335
## 95 2020-04-04 6867.527 -0.78078122 -9.892958e-03 -0.79973137 -0.794082557
## 96 2020-04-05 6791.129 -0.78522443 5.690717e-03 -0.79251067 -0.791868024
## 97 2020-04-06 7271.781 -0.75727034 -3.560012e-02 -0.78551551 -0.783218604
## 98 2020-04-07 7176.415 -0.76281675 7.324204e-03 -0.77938583 -0.778118139
## 99 2020-04-08 7334.099 -0.75364605 -1.202215e-02 -0.77334296 -0.772000116
## 100 2020-04-09 7302.089 -0.75550766 2.470149e-03 -0.76911844 -0.767877003
## 101 2020-04-10 6865.493 -0.78089953 3.360901e-02 -0.76802085 -0.771132634
## 102 2020-04-11 6859.083 -0.78127233 4.774062e-04 -0.76809101 -0.773667559
## 103 2020-04-12 6971.092 -0.77475805 -8.338046e-03 -0.76659582 -0.773940181
## 104 2020-04-13 6845.038 -0.78208920 9.462499e-03 -0.77014137 -0.775977435
## 105 2020-04-14 6842.428 -0.78224098 1.940780e-04 -0.77291626 -0.777543321
## 106 2020-04-15 6642.110 -0.79389121 1.489340e-02 -0.77866557 -0.781630293
## 107 2020-04-16 7116.804 -0.76628361 -3.477504e-02 -0.78020499 -0.777793621
## 108 2020-04-17 7187.235 -0.76218746 -5.345463e-03 -0.77753183 -0.773892082
## 109 2020-04-18 7257.665 -0.75809132 -5.374191e-03 -0.77422026 -0.769941892
## 110 2020-04-19 7189.425 -0.76206009 5.235204e-03 -0.77240627 -0.767971441
## 111 2020-04-20 6881.958 -0.77994192 2.346513e-02 -0.77209951 -0.770964062
## 112 2020-04-21 6880.323 -0.78003703 1.219376e-04 -0.77178466 -0.773232304
## 113 2020-04-22 7117.208 -0.76626015 -1.766183e-02 -0.76783737 -0.771489265
## 114 2020-04-23 7429.725 -0.74808456 -2.371986e-02 -0.76523751 -0.765638090
## 115 2020-04-24 7550.901 -0.74103711 -9.420664e-03 -0.76221603 -0.759487845
## 116 2020-04-25 7569.936 -0.73993005 -1.493933e-03 -0.75962156 -0.754598397
## 117 2020-04-26 7679.867 -0.73353660 -8.640617e-03 -0.75554678 -0.749332948
## 118 2020-04-27 7795.601 -0.72680567 -9.175999e-03 -0.74795588 -0.743701128
## 119 2020-04-28 7807.059 -0.72613931 -9.168260e-04 -0.74025621 -0.739310674
## 120 2020-04-29 8801.038 -0.66833077 -7.961082e-02 -0.72626630 -0.721565698
## 121 2020-04-30 8658.554 -0.67661747 1.239911e-02 -0.71605671 -0.710328642
## 122 2020-05-01 8864.767 -0.66462440 -1.772504e-02 -0.70514061 -0.698902582
## 123 2020-05-02 8988.597 -0.65742261 -1.083589e-02 -0.69335383 -0.688532588
## 124 2020-05-03 8897.469 -0.66272249 8.061605e-03 -0.68323753 -0.682080063
## 125 2020-05-04 8912.654 -0.66183932 -1.332642e-03 -0.67395662 -0.677019876
## 126 2020-05-05 9003.070 -0.65658084 -7.945247e-03 -0.66401970 -0.671910117
## 127 2020-05-06 9268.762 -0.64112857 -2.353444e-02 -0.66013367 -0.664214731
## 128 2020-05-07 9951.519 -0.60142033 -6.193491e-02 -0.64939122 -0.648516131
## 129 2020-05-08 9842.666 -0.60775105 1.052628e-02 -0.64126646 -0.638324862
## 130 2020-05-09 9593.896 -0.62221916 2.380598e-02 -0.63623739 -0.634298437
## 131 2020-05-10 8756.431 -0.67092508 7.827775e-02 -0.63740919 -0.643455097
## 132 2020-05-11 8601.796 -0.67991843 1.340441e-02 -0.63999192 -0.652570931
## 133 2020-05-12 8804.478 -0.66813073 -1.733693e-02 -0.64164191 -0.656460882
## 134 2020-05-13 9269.987 -0.64105730 -4.052117e-02 -0.64163173 -0.652609986
## 135 2020-05-14 9733.722 -0.61408711 -4.207141e-02 -0.64344127 -0.642979267
## 136 2020-05-15 9328.197 -0.63767188 3.840623e-02 -0.64771567 -0.641652421
## 137 2020-05-16 9377.014 -0.63483278 -4.452287e-03 -0.64951762 -0.639947511
## 138 2020-05-17 9670.739 -0.61775009 -2.690897e-02 -0.64192119 -0.634398155
## 139 2020-05-18 9726.575 -0.61450274 -5.256729e-03 -0.63257609 -0.629424302
## 140 2020-05-19 9729.038 -0.61435950 -2.330966e-04 -0.62489449 -0.625658103
## 141 2020-05-20 9522.981 -0.62634349 1.950647e-02 -0.62279251 -0.625829449
## 142 2020-05-21 9081.762 -0.65200425 4.096915e-02 -0.62820925 -0.632373149
## 143 2020-05-22 9182.577 -0.64614096 -8.992723e-03 -0.62941912 -0.635815101
## 144 2020-05-23 9209.287 -0.64458754 -2.404145e-03 -0.63081265 -0.638008211
## 145 2020-05-24 8790.368 -0.66895132 3.779747e-02 -0.63812711 -0.645743987
## 146 2020-05-25 8906.935 -0.66217197 -1.013429e-02 -0.64493700 -0.649850982
## 147 2020-05-26 8835.053 -0.66635252 6.313395e-03 -0.65236458 -0.653976367
## 148 2020-05-27 9181.018 -0.64623166 -3.019552e-02 -0.65520574 -0.652040190
## 149 2020-05-28 9525.751 -0.62618242 -3.102485e-02 -0.65151691 -0.645575747
## 150 2020-05-29 9439.124 -0.63122053 8.045755e-03 -0.64938542 -0.641986941
## 151 2020-05-30 9700.414 -0.61602424 -2.407445e-02 -0.64530495 -0.635496266
## 152 2020-05-31 9461.059 -0.62994484 2.259749e-02 -0.63973260 -0.634108410
## 153 2020-06-01 10167.269 -0.58887259 -6.519975e-02 -0.62926126 -0.622799456
## 154 2020-06-02 9529.804 -0.62594671 6.295780e-02 -0.62348900 -0.623586270
## 155 2020-06-03 9656.718 -0.61856556 -1.179199e-02 -0.61953670 -0.622331092
## 156 2020-06-04 9800.637 -0.61019542 -1.353153e-02 -0.61725284 -0.619297175
## 157 2020-06-05 9665.533 -0.61805286 1.287693e-02 -0.61537175 -0.618986097
## 158 2020-06-06 9653.680 -0.61874225 1.115414e-03 -0.61576003 -0.618925135
## 159 2020-06-07 9758.853 -0.61262553 -9.885724e-03 -0.61328585 -0.617350235
## 160 2020-06-08 9771.489 -0.61189060 -1.199648e-03 -0.61657413 -0.615985326
## 161 2020-06-09 9795.700 -0.61048252 -2.301190e-03 -0.61436496 -0.614609625
## 162 2020-06-10 9870.095 -0.60615583 -7.087326e-03 -0.61259215 -0.612496178
## 163 2020-06-11 9321.781 -0.63804503 5.260890e-02 -0.61657066 -0.618883390
## 164 2020-06-12 9480.844 -0.62879416 -1.449877e-02 -0.61810513 -0.621361083
## 165 2020-06-13 9475.277 -0.62911790 5.148503e-04 -0.61958737 -0.623300286
## 166 2020-06-14 9386.788 -0.63426432 8.180373e-03 -0.62267862 -0.626041294
## 167 2020-06-15 9450.702 -0.63054716 -5.860582e-03 -0.62534385 -0.627167760
## 168 2020-06-16 9538.024 -0.62546861 -8.054193e-03 -0.62748471 -0.626742972
## 169 2020-06-17 9480.255 -0.62882841 5.371653e-03 -0.63072365 -0.627264331
## 170 2020-06-18 9411.841 -0.63280728 6.327437e-03 -0.62997540 -0.628650069
## 171 2020-06-19 9288.019 -0.64000862 1.137999e-02 -0.63157747 -0.631489707
## 172 2020-06-20 9332.341 -0.63743090 -4.027641e-03 -0.63276504 -0.632975005
## 173 2020-06-21 9303.630 -0.63910069 2.619563e-03 -0.63345595 -0.634506426
## 174 2020-06-22 9648.718 -0.61903083 -3.140328e-02 -0.63181076 -0.630637526
## 175 2020-06-23 9629.658 -0.62013931 1.790670e-03 -0.63104943 -0.628012972
## 176 2020-06-24 9313.610 -0.63852024 2.964000e-02 -0.63243398 -0.630639788
## 177 2020-06-25 9264.813 -0.64135820 4.444593e-03 -0.63365554 -0.633319391
## 178 2020-06-26 9162.918 -0.64728431 9.239937e-03 -0.63469492 -0.636810620
## 179 2020-06-27 9045.391 -0.65411954 1.055987e-02 -0.63707902 -0.641137851
## 180 2020-06-28 9143.582 -0.64840886 -8.730336e-03 -0.63840876 -0.642955604
## 181 2020-06-29 9190.854 -0.64565956 -4.240078e-03 -0.64221286 -0.643631592
## 182 2020-06-30 9137.993 -0.64873390 4.761558e-03 -0.64629780 -0.644907170
## 183 2020-07-01 9228.325 -0.64348031 -8.098224e-03 -0.64700638 -0.644550455
## 184 2020-07-02 9123.410 -0.64958203 9.482374e-03 -0.64818122 -0.645808349
## 185 2020-07-03 9087.304 -0.65168193 3.232700e-03 -0.64880945 -0.647276745
## 186 2020-07-04 9132.488 -0.64905406 -4.032451e-03 -0.64808581 -0.647721074
## 187 2020-07-05 9073.942 -0.65245901 5.246023e-03 -0.64866440 -0.648905558
## 188 2020-07-06 9375.475 -0.63492229 -2.687789e-02 -0.64713051 -0.645409742
## 189 2020-07-07 9252.277 -0.64208728 1.128483e-02 -0.64618099 -0.644579128
## 190 2020-07-08 9428.333 -0.63184812 -1.594669e-02 -0.64451925 -0.641396375
## 191 2020-07-09 9277.968 -0.64059316 1.384042e-02 -0.64323512 -0.641195572
## 192 2020-07-10 9278.808 -0.64054432 -7.624844e-05 -0.64164404 -0.641032759
## 193 2020-07-11 9240.347 -0.64278116 3.492089e-03 -0.64074791 -0.641469858
## 194 2020-07-12 9276.500 -0.64067853 -3.271144e-03 -0.63906498 -0.641272025
## 195 2020-07-13 9243.614 -0.64259112 2.985260e-03 -0.64016053 -0.641601798
## 196 2020-07-14 9243.214 -0.64261440 3.623800e-05 -0.64023583 -0.641854950
## 197 2020-07-15 9192.837 -0.64554426 4.559278e-03 -0.64219242 -0.642777278
## 198 2020-07-16 9132.228 -0.64906922 5.460450e-03 -0.64340329 -0.644350264
## 199 2020-07-17 9151.393 -0.64795461 -1.717249e-03 -0.64446190 -0.645251351
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## 367 2021-01-01 29374.152 0.52817461 4.276311e-02 0.43474133 0.432700600
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## 399 2021-02-02 35510.289 0.88504429 1.489745e-01 0.75425257 0.785052105
## 400 2021-02-03 37472.090 0.99914005 1.289153e-01 0.81273980 0.838574092
## 401 2021-02-04 36926.066 0.96738405 -3.178334e-02 0.85657866 0.870776581
## 402 2021-02-05 38144.309 1.03823542 7.324017e-02 0.88838251 0.912641290
## 403 2021-02-06 39266.012 1.10347220 6.283429e-02 0.92989525 0.960349018
## 404 2021-02-07 38903.441 1.08238559 -1.910933e-02 0.97799317 0.990858160
## 405 2021-02-08 46196.465 1.50653828 3.918684e-01 1.08317141 1.119778190
## 406 2021-02-09 46481.105 1.52309261 1.098832e-02 1.17432117 1.220606794
## 407 2021-02-10 44918.184 1.43219512 -5.967956e-02 1.23618618 1.273503874
## 408 2021-02-11 47909.332 1.60615639 1.214648e-01 1.32743937 1.356667004
## 409 2021-02-12 47504.852 1.58263234 -1.464618e-02 1.40521036 1.413158337
## 410 2021-02-13 47105.516 1.55940748 -1.467483e-02 1.47034397 1.449720623
## 411 2021-02-14 48717.289 1.65314611 6.011170e-02 1.55188119 1.500576996
## 412 2021-02-15 47945.059 1.60823420 -2.716754e-02 1.56640918 1.527491297
## 413 2021-02-16 49199.871 1.68121245 4.537788e-02 1.58899773 1.565921586
## 414 2021-02-17 52149.008 1.85273038 1.020204e-01 1.64907419 1.637623786
## 415 2021-02-18 51679.797 1.82544169 -1.472891e-02 1.68040067 1.684578261
## 416 2021-02-19 55888.133 2.07019300 1.340779e-01 1.75005219 1.780981945
## 417 2021-02-20 56099.520 2.08248697 5.938565e-03 1.82477783 1.856358202
## 418 2021-02-21 57539.945 2.16626025 4.022752e-02 1.89807985 1.933833713
## 419 2021-02-22 54207.320 1.97243914 -8.947268e-02 1.95010913 1.943485070
## 420 2021-02-23 48824.426 1.65937705 -1.587183e-01 1.94698978 1.872458064
## 421 2021-02-24 49705.332 1.71060940 3.087445e-02 1.92668678 1.831995898
## 422 2021-02-25 47093.852 1.55872912 -8.878724e-02 1.88858499 1.763679202
## 423 2021-02-26 46339.762 1.51487224 -2.813630e-02 1.80925345 1.701477461
## 424 2021-02-27 46188.453 1.50607233 -5.809011e-03 1.72690850 1.652626178
## 425 2021-02-28 45137.770 1.44496595 -4.057334e-02 1.62386646 1.600711120
## 426 2021-03-01 49631.242 1.70630043 1.808586e-01 1.58584664 1.627108448
## 427 2021-03-02 48378.988 1.63347098 -4.268266e-02 1.58214578 1.628699082
## 428 2021-03-03 50538.242 1.75905036 7.687886e-02 1.58906592 1.661286902
## 429 2021-03-04 48561.168 1.64406632 -6.536712e-02 1.60125694 1.656981756
## 430 2021-03-05 48927.305 1.66536035 1.295205e-02 1.62275525 1.659076404
## 431 2021-03-06 48912.383 1.66449251 -5.211105e-04 1.64538670 1.660430431
## 432 2021-03-07 51206.691 1.79792649 8.016496e-02 1.69580964 1.694804447
## 433 2021-03-08 52246.523 1.85840176 3.363612e-02 1.71753840 1.735703776
## 434 2021-03-09 54824.117 2.00831124 8.066581e-02 1.77108701 1.803855642
## 435 2021-03-10 56008.551 2.07719635 3.430002e-02 1.81653643 1.872190819
## 436 2021-03-11 57805.121 2.18168252 5.030154e-02 1.89333875 1.949563745
## 437 2021-03-12 57332.090 2.15417165 -1.260994e-02 1.96316893 2.000715720
## 438 2021-03-13 61243.086 2.38163006 1.055897e-01 2.06561715 2.095944304
## 439 2021-03-14 59302.316 2.26875744 -4.739301e-02 2.13287872 2.139147589
## 440 2021-03-15 55907.199 2.07130187 -8.703247e-02 2.16329302 2.122186160
## 441 2021-03-16 56804.902 2.12351111 2.520600e-02 2.17975014 2.122517398
## 442 2021-03-17 58870.895 2.24366651 5.658336e-02 2.20353160 2.152804676
## 443 2021-03-18 57858.922 2.18481151 -2.623162e-02 2.20397859 2.160806384
## 444 2021-03-19 58346.652 2.21317727 1.298316e-02 2.21240797 2.173899106
## 445 2021-03-20 58313.645 2.21125758 -8.673915e-04 2.18806904 2.183238725
## 446 2021-03-21 57523.422 2.16529927 -2.078379e-02 2.17328930 2.178753860
## 447 2021-03-22 54529.145 1.99115602 -8.042456e-02 2.16183990 2.131854400
## 448 2021-03-23 54738.945 2.00335776 6.127967e-03 2.14467513 2.099730239
## 449 2021-03-24 52774.266 1.88909456 -5.703584e-02 2.09402199 2.047071319
## 450 2021-03-25 51704.160 1.82685863 -3.294485e-02 2.04288587 1.992018145
## 451 2021-03-26 55137.312 2.02652627 1.092956e-01 2.01622144 2.000645177
## 452 2021-03-27 55973.512 2.07515852 2.399784e-02 1.99677872 2.019273513
## 453 2021-03-28 55950.746 2.07383450 -6.380327e-04 1.98371232 2.032913760
## 454 2021-03-29 57750.199 2.17848834 5.046393e-02 2.01047408 2.069307405
## 455 2021-03-30 58917.691 2.24638816 3.116832e-02 2.04519271 2.113577593
## 456 2021-03-31 58918.832 2.24645449 2.953063e-05 2.09624413 2.146796818
## 457 2021-04-01 59095.809 2.25674722 4.581764e-03 2.15765679 2.174284418
## 458 2021-04-02 59384.312 2.27352623 7.435042e-03 2.19294249 2.199094871
## 459 2021-04-03 57603.891 2.16997922 -4.554467e-02 2.20648831 2.191815959
## 460 2021-04-04 58758.555 2.23713297 3.094672e-02 2.22981666 2.203145213
## 461 2021-04-05 59057.879 2.25454128 7.781524e-03 2.24068137 2.215994229
## 462 2021-04-06 58192.359 2.20420380 -2.232715e-02 2.23465503 2.213046621
## 463 2021-04-07 56048.938 2.07954519 -5.655494e-02 2.21081084 2.179671262
## 464 2021-04-08 58323.953 2.21185712 6.362542e-02 2.20439797 2.187717725
## 465 2021-04-09 58245.004 2.20726553 -2.075895e-03 2.19493216 2.192604677
## 466 2021-04-10 59793.234 2.29730859 4.079394e-02 2.21312207 2.218780655
## 467 2021-04-11 60204.965 2.32125429 1.042337e-02 2.22513940 2.244399065
## 468 2021-04-12 59893.453 2.30313718 -7.804881e-03 2.23208167 2.259083594
## 469 2021-04-13 63503.457 2.51309028 9.115962e-02 2.27620831 2.322585265
## 470 2021-04-14 63109.695 2.49018961 -9.112552e-03 2.33487180 2.364486352
## 471 2021-04-15 63314.012 2.50207239 4.771835e-03 2.37633113 2.398882861
## 472 2021-04-16 61572.789 2.40080516 -4.047334e-02 2.40397964 2.399363436
## 473 2021-04-17 60683.820 2.34910390 -2.153497e-02 2.41137897 2.386798552
## 474 2021-04-18 56216.184 2.08927200 -1.106089e-01 2.37823865 2.312416914
## 475 2021-04-19 55724.266 2.06066270 -1.369343e-02 2.34359943 2.249478359
## 476 2021-04-20 56473.031 2.10420992 2.113263e-02 2.28518795 2.213161250
## 477 2021-04-21 53906.090 1.95491997 -7.094822e-02 2.20872086 2.148600931
## 478 2021-04-22 51762.273 1.83023842 -6.377834e-02 2.11274458 2.069010303
## 479 2021-04-23 51093.652 1.79135229 -2.124648e-02 2.02567989 1.999595800
## 480 2021-04-24 50050.867 1.73070527 -3.385544e-02 1.93733722 1.932373168
## 481 2021-04-25 49004.254 1.66983561 -3.517044e-02 1.87741774 1.866738779
## 482 2021-04-26 54021.754 1.96164684 1.747545e-01 1.86327262 1.890465795
## 483 2021-04-27 55033.117 2.02046641 2.998479e-02 1.85130926 1.922965948
## 484 2021-04-28 54824.703 2.00834532 -5.999154e-03 1.85894145 1.944310791
## 485 2021-04-29 53555.109 1.93450741 -3.676554e-02 1.87383702 1.941859945
## 486 2021-04-30 57750.176 2.17848698 1.261197e-01 1.92914198 2.001016703
##
## [[4]]
## Date Oil Oil_std Oil_ROC Oil_7MA Oil_7EMA
## 1 2020-01-01 61.1200005 1.27659394 NA 1.276593943 1.276593943
## 2 2020-01-02 61.1800000 1.28111301 0.0035399395 1.278853476 1.277723709
## 3 2020-01-03 63.0499990 1.42195831 0.1099397949 1.326555087 1.313782359
## 4 2020-01-04 63.1233327 1.42748168 0.0038843426 1.351786736 1.342207190
## 5 2020-01-05 63.1966663 1.43300506 0.0038693128 1.368030400 1.364906657
## 6 2020-01-06 63.2700000 1.43852843 0.0038543990 1.379780071 1.383312100
## 7 2020-01-07 62.7000010 1.39559703 -0.0298439727 1.382039636 1.386383331
## 8 2020-01-08 59.6100010 1.16286322 -0.1667628978 1.365792391 1.330503304
## 9 2020-01-09 59.5600010 1.15909730 -0.0032384885 1.348361575 1.287651804
## 10 2020-01-10 59.0400010 1.11993174 -0.0337897079 1.305214923 1.245721789
## 11 2020-01-11 58.7200013 1.09582989 -0.0215208272 1.257836095 1.208248813
## 12 2020-01-12 58.4000017 1.07172803 -0.0219941597 1.206225091 1.174118617
## 13 2020-01-13 58.0800020 1.04762617 -0.0224887816 1.150381911 1.142495505
## 14 2020-01-14 58.2300000 1.05892378 0.0107840059 1.102285733 1.121602573
## 15 2020-01-15 57.8100010 1.02729013 -0.0298733925 1.082918149 1.098024463
## 16 2020-01-16 58.5200000 1.08076611 0.0520553786 1.071727978 1.093709874
## 17 2020-01-17 58.5400010 1.08227255 0.0013938659 1.066348094 1.090850544
## 18 2020-01-18 58.4900008 1.07850661 -0.0034796577 1.063873340 1.087764561
## 19 2020-01-19 58.4400005 1.07474068 -0.0034918080 1.064303719 1.084508590
## 20 2020-01-20 58.3900002 1.07097474 -0.0035040434 1.067639228 1.081125127
## 21 2020-01-21 58.3400000 1.06720880 -0.0035163649 1.068822803 1.077646045
## 22 2020-01-22 56.7400020 0.94669954 -0.1129200421 1.057309861 1.044909418
## 23 2020-01-23 55.5900000 0.86008325 -0.0914929056 1.025783737 0.998702875
## 24 2020-01-24 54.1899990 0.75463743 -0.1225995419 0.978978721 0.937686515
## 25 2020-01-25 53.8399990 0.72827600 -0.0349325821 0.928945776 0.885333886
## 26 2020-01-26 53.4899990 0.70191457 -0.0361970381 0.875684903 0.839479056
## 27 2020-01-27 53.1399990 0.67555313 -0.0375564712 0.819196102 0.798497575
## 28 2020-01-28 53.4800000 0.70116146 0.0379071970 0.766903624 0.774163545
## 29 2020-01-29 53.3300020 0.68986385 -0.0161127038 0.730212812 0.753088622
## 30 2020-01-30 52.1399990 0.60023475 -0.1299228855 0.693091598 0.714875153
## 31 2020-01-31 51.5600010 0.55655024 -0.0727790448 0.664793427 0.675293924
## 32 2020-02-01 51.0766677 0.52014635 -0.0654098819 0.635060620 0.636507031
## 33 2020-02-02 50.5933343 0.48374247 -0.0699877739 0.603893177 0.598315890
## 34 2020-02-03 50.1100010 0.44733858 -0.0752546816 0.571291099 0.560571562
## 35 2020-02-04 49.6100010 0.40967939 -0.0841849848 0.529650803 0.522848519
## 36 2020-02-05 50.7500000 0.49554227 0.2095855537 0.501890578 0.516021957
## 37 2020-02-06 50.9500010 0.51060602 0.0303985207 0.489086474 0.514667973
## 38 2020-02-07 50.3200000 0.46315537 -0.0929300765 0.475744350 0.501789822
## 39 2020-02-08 50.0700000 0.44432577 -0.0406550311 0.464912838 0.487423809
## 40 2020-02-09 49.8200000 0.42549617 -0.0423779062 0.456591939 0.471941900
## 41 2020-02-10 49.5700000 0.40666658 -0.0442532670 0.450781653 0.455623070
## 42 2020-02-11 49.9399990 0.43453431 0.0685272111 0.454332355 0.450350879
## 43 2020-02-12 51.1699980 0.52717584 0.2131972897 0.458851437 0.469557119
## 44 2020-02-13 51.4199980 0.54600544 0.0357178656 0.463908496 0.488669199
## 45 2020-02-14 52.0499990 0.59345609 0.0869050994 0.482522886 0.514865922
## 46 2020-02-15 52.0499990 0.59345609 0.0000000000 0.503827218 0.534513465
## 47 2020-02-16 52.0499990 0.59345609 0.0000000000 0.527821492 0.549249122
## 48 2020-02-17 52.0499990 0.59345609 0.0000000000 0.554505708 0.560300865
## 49 2020-02-18 52.0499990 0.59345609 0.0000000000 0.577208821 0.568589672
## 50 2020-02-19 53.2900010 0.68685104 0.1573746514 0.600019564 0.598155014
## 51 2020-02-20 53.7799990 0.72375690 0.0537319667 0.625412629 0.629555485
## 52 2020-02-21 53.3800010 0.69362969 -0.0416261355 0.639723144 0.645574037
## 53 2020-02-22 52.7300007 0.64467272 -0.0705808512 0.647039804 0.645348708
## 54 2020-02-23 52.0800003 0.59571575 -0.0759408188 0.647362612 0.632940467
## 55 2020-02-24 51.4300000 0.54675877 -0.0821817697 0.640691566 0.611395043
## 56 2020-02-25 49.9000020 0.43152180 -0.2107638355 0.617558095 0.566426731
## 57 2020-02-26 48.7300000 0.34339914 -0.2042136920 0.568493537 0.510669833
## 58 2020-02-27 47.0900000 0.21987699 -0.3597043073 0.496510693 0.437971622
## 59 2020-02-28 44.7599980 0.04438500 -0.7981371094 0.403761452 0.339574967
## 60 2020-02-29 45.4233320 0.09434625 1.1256334235 0.325143384 0.278267788
## 61 2020-03-01 46.0866660 0.14430749 0.5295519966 0.260656491 0.244777714
## 62 2020-03-02 46.7500000 0.19426874 0.3462137919 0.210300772 0.232150470
## 63 2020-03-03 47.1800000 0.22665564 0.1667118713 0.181034179 0.230776763
## 64 2020-03-04 46.7799990 0.19652821 -0.1329215910 0.160052618 0.222214626
## 65 2020-03-05 45.9000020 0.13024826 -0.3372541275 0.147248515 0.199223035
## 66 2020-03-06 41.2799990 -0.21772289 -2.6715992193 0.109804529 0.094986553
## 67 2020-03-07 37.8966657 -0.47255009 1.1704198487 0.028819338 -0.046897608
## 68 2020-03-08 34.5133323 -0.72737729 0.5392596503 -0.095707059 -0.217017528
## 69 2020-03-09 31.1299990 -0.98220448 0.3503370274 -0.263774662 -0.408314267
## 70 2020-03-10 34.3600010 -0.73892596 -0.2476862329 -0.401714891 -0.490967189
## 71 2020-03-11 32.9800000 -0.84286540 0.1406628681 -0.550199693 -0.578941742
## 72 2020-03-12 31.5000000 -0.95433661 0.1322526791 -0.705140388 -0.672790458
## 73 2020-03-13 31.7300000 -0.93701338 -0.0181521153 -0.807896172 -0.738846188
## 74 2020-03-14 30.7200003 -1.01308492 0.0811851183 -0.885115433 -0.807405871
## 75 2020-03-15 29.7100007 -1.08915646 0.0750890083 -0.936798173 -0.877843519
## 76 2020-03-16 28.7000010 -1.16522800 0.0698444572 -0.962944390 -0.949689641
## 77 2020-03-17 26.9500010 -1.29703518 0.1131170639 -1.042674279 -1.036526024
## 78 2020-03-18 20.3700010 -1.79263014 0.3820983202 -1.178354955 -1.225552053
## 79 2020-03-19 25.2199990 -1.42733613 -0.2037754473 -1.245926316 -1.275998072
## 80 2020-03-20 22.4300000 -1.63747434 0.1472240558 -1.345992168 -1.366367140
## 81 2020-03-21 22.7400003 -1.61412562 -0.0142589861 -1.431855125 -1.428306760
## 82 2020-03-22 23.0500007 -1.59077690 -0.0144652459 -1.503515186 -1.468924294
## 83 2020-03-23 23.3600010 -1.56742817 -0.0146775604 -1.560972353 -1.493550263
## 84 2020-03-24 24.0100000 -1.51847130 -0.0312338866 -1.592606085 -1.499780522
## 85 2020-03-25 24.4900000 -1.48231847 -0.0238086976 -1.548275847 -1.495415010
## 86 2020-03-26 22.6000000 -1.62467022 0.0960331716 -1.576466431 -1.527728812
## 87 2020-03-27 21.5100000 -1.70676726 0.0505315090 -1.586365419 -1.572488423
## 88 2020-03-28 21.0366667 -1.74241796 0.0208878517 -1.604692896 -1.614970806
## 89 2020-03-29 20.5633333 -1.77806866 0.0204604764 -1.631448862 -1.655745269
## 90 2020-03-30 20.0900000 -1.81371936 0.0200502389 -1.666633317 -1.695238792
## 91 2020-03-31 20.4800000 -1.78434519 -0.0161955428 -1.704615302 -1.717515392
## 92 2020-04-01 20.3099990 -1.79714939 0.0071758539 -1.749591147 -1.737423892
## 93 2020-04-02 25.3200000 -1.41980422 -0.2099687301 -1.720324576 -1.658018973
## 94 2020-04-03 28.3400000 -1.19234270 -0.1602062559 -1.646835353 -1.541599904
## 95 2020-04-04 27.5866667 -1.24908255 0.0475868631 -1.576358866 -1.468470565
## 96 2020-04-05 26.8333333 -1.30582240 0.0454252194 -1.508895114 -1.427808522
## 97 2020-04-06 26.0800000 -1.36256224 0.0434514287 -1.444444097 -1.411496953
## 98 2020-04-07 23.6299990 -1.54709236 0.1354287594 -1.410550836 -1.445395804
## 99 2020-04-08 25.0900000 -1.43712744 -0.0710784423 -1.359119129 -1.443328714
## 100 2020-04-09 22.7600000 -1.61261928 0.1221129231 -1.386664138 -1.485651355
## 101 2020-04-10 22.6725000 -1.61920964 0.0040867418 -1.447645129 -1.519040925
## 102 2020-04-11 22.5850000 -1.62579999 0.0040701083 -1.501461907 -1.545730692
## 103 2020-04-12 22.4975000 -1.63239035 0.0040536096 -1.548114472 -1.567395607
## 104 2020-04-13 22.4100000 -1.63898071 0.0040372442 -1.587602825 -1.585291883
## 105 2020-04-14 20.1100010 -1.81221292 0.1056950854 -1.625477190 -1.642022142
## 106 2020-04-15 19.8700010 -1.83028933 0.0099747727 -1.681643174 -1.689088939
## 107 2020-04-16 19.8700010 -1.83028933 0.0000000000 -1.712738895 -1.724389036
## 108 2020-04-17 18.2700000 -1.95079882 0.0658417697 -1.760108779 -1.780991482
## 109 2020-04-18 -0.3633337 -3.35423138 0.7194143004 -2.007027549 -2.174301457
## 110 2020-04-19 -18.9966673 -4.75766395 0.4184066052 -2.453495206 -2.820142081
## 111 2020-04-20 -37.6300010 -6.16109652 0.2949835426 -3.099511749 -3.655380690
## 112 2020-04-21 10.0100000 -2.57292866 -0.5823911123 -3.208185427 -3.384767683
## 113 2020-04-22 13.7800000 -2.28897836 -0.1103607375 -3.273712432 -3.110820352
## 114 2020-04-23 16.5000000 -2.08411236 -0.0895010657 -3.309972864 -2.854143353
## 115 2020-04-24 16.9400010 -2.05097219 -0.0159013327 -3.324283346 -2.653350563
## 116 2020-04-25 15.5533340 -2.15541371 0.0509229316 -3.153023678 -2.528866349
## 117 2020-04-26 14.1666670 -2.25985523 0.0484554386 -2.796193860 -2.461613568
## 118 2020-04-27 12.7800000 -2.36429674 0.0462160210 -2.253793892 -2.437284362
## 119 2020-04-28 12.3400000 -2.39743683 0.0140168905 -2.228723630 -2.427322479
## 120 2020-04-29 15.0600000 -2.19257083 -0.0854520961 -2.214951126 -2.368634566
## 121 2020-04-30 18.8400000 -1.90786734 -0.1298491639 -2.189773266 -2.253442759
## 122 2020-05-01 19.7800010 -1.83706798 -0.0371091606 -2.159215522 -2.149349065
## 123 2020-05-02 19.9833337 -1.82175330 -0.0083364839 -2.111549749 -2.067450123
## 124 2020-05-03 20.1866663 -1.80643861 -0.0084065651 -2.046775947 -2.002197244
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## 138 2020-05-17 31.0233333 -0.99023837 -0.0571331602 -1.245388360 -1.204595834
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## 140 2020-05-19 32.5000000 -0.87901822 -0.0550576100 -1.090447685 -1.071758723
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## 143 2020-05-22 33.2500000 -0.82252944 0.0653611848 -0.892683130 -0.915669182
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## 152 2020-05-31 35.4566667 -0.65632687 0.0019164041 -0.729834031 -0.722235046
## 153 2020-06-01 35.4399990 -0.65758225 0.0019127385 -0.715146941 -0.706071848
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## 183 2020-07-01 39.8200000 -0.32768766 -0.1122288749 -0.376644532 -0.361549480
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## 191 2020-07-09 39.6199990 -0.34275141 0.3913547399 -0.274426742 -0.291313224
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## 198 2020-07-16 40.7500000 -0.25764156 0.1514798584 -0.276040810 -0.271029871
## 199 2020-07-17 40.5900000 -0.26969250 0.0467740579 -0.275610408 -0.270695529
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## 201 2020-07-19 40.7366673 -0.25864576 -0.0209084733 -0.267540539 -0.266459386
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## 205 2020-07-23 41.0700000 -0.23353968 0.3655273199 -0.230957302 -0.224873036
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## 249 2020-09-05 39.0174995 -0.38813070 0.1709956534 -0.209034343 -0.242739004
## 250 2020-09-06 38.2649990 -0.44480782 0.1460258652 -0.257076733 -0.293256208
## 251 2020-09-07 37.5124985 -0.50148494 0.1274193451 -0.311924683 -0.345313391
## 252 2020-09-08 36.7599980 -0.55816206 0.1130185903 -0.376483297 -0.398525559
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## 254 2020-09-10 37.2999990 -0.51749006 0.1225349926 -0.457504347 -0.439980880
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## 262 2020-09-18 41.1100010 -0.23052687 -0.0437404512 -0.396227398 -0.348299148
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## 273 2020-09-29 39.2900010 -0.36760633 0.3668738401 -0.300895855 -0.311689690
## 274 2020-09-30 40.2200010 -0.29756023 -0.1905464935 -0.297775511 -0.308157325
## 275 2020-10-01 38.7200010 -0.41053780 0.3796796871 -0.314883544 -0.333752445
## 276 2020-10-02 37.0499990 -0.53631966 0.3063831133 -0.349314816 -0.384394248
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## 278 2020-10-04 38.4966670 -0.42735896 -0.1130674616 -0.398594536 -0.413406375
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## 280 2020-10-06 40.6699980 -0.26366718 -0.2928873526 -0.398594536 -0.368372621
## 281 2020-10-07 39.9500010 -0.31789619 0.2056722014 -0.401499674 -0.355753514
## 282 2020-10-08 41.1899990 -0.22450155 -0.2937897547 -0.374923066 -0.322940523
## 283 2020-10-09 40.5999980 -0.26893947 0.1979403783 -0.336725897 -0.309440260
## 284 2020-10-10 40.2099987 -0.29831359 0.1092220464 -0.310507937 -0.306658592
## 285 2020-10-11 39.8199993 -0.32768771 0.0984672516 -0.296269187 -0.311915871
## 286 2020-10-12 39.4300000 -0.35706183 0.0896405892 -0.294009646 -0.323202360
## 287 2020-10-13 40.2000010 -0.29906660 -0.1624234962 -0.299066705 -0.317168420
## 288 2020-10-14 41.0400010 -0.23579916 -0.2115496766 -0.287338557 -0.296826104
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## 291 2020-10-17 40.8633347 -0.24910538 0.0050646794 -0.279770791 -0.267978359
## 292 2020-10-18 40.8466683 -0.25036066 0.0050391577 -0.268724070 -0.263573934
## 293 2020-10-19 40.8300020 -0.25161594 0.0050138919 -0.253660372 -0.260584436
## 294 2020-10-20 41.4599990 -0.20416559 -0.1885824698 -0.240103085 -0.246479723
## 295 2020-10-21 40.0299990 -0.31187087 0.5275388995 -0.250970473 -0.262827511
## 296 2020-10-22 40.6399990 -0.26592666 -0.1473180657 -0.254413599 -0.263602298
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## 299 2020-10-25 38.9900000 -0.39020192 0.0905127555 -0.301003474 -0.321611376
## 300 2020-10-26 38.5600010 -0.42258875 0.0830001805 -0.325428161 -0.346855718
## 301 2020-10-27 39.5700000 -0.34651725 -0.1800130565 -0.345764113 -0.346771102
## 302 2020-10-28 37.3899990 -0.51071140 0.4738411981 -0.374169904 -0.387756178
## 303 2020-10-29 36.1699980 -0.60259991 0.1799225590 -0.422266082 -0.441467110
## 304 2020-10-30 35.7900010 -0.63122067 0.0474954598 -0.465950712 -0.488905500
## 305 2020-10-31 36.1300010 -0.60561242 -0.0405694104 -0.501350331 -0.518082229
## 306 2020-11-01 36.4700010 -0.58000417 -0.0422848832 -0.528464938 -0.533562714
## 307 2020-11-02 36.8100010 -0.55439592 -0.0441518385 -0.547294534 -0.538771014
## 308 2020-11-03 37.6600000 -0.49037537 -0.1154780339 -0.567845692 -0.526672102
## 309 2020-11-04 39.1500020 -0.37815082 -0.2288543623 -0.548908467 -0.489541783
## 310 2020-11-05 38.7900010 -0.40526552 0.0717033827 -0.520717840 -0.468472717
## 311 2020-11-06 37.1399990 -0.52954100 0.3066520036 -0.506192173 -0.483739788
## 312 2020-11-07 38.1899997 -0.45045665 -0.1493450980 -0.484027063 -0.475419003
## 313 2020-11-08 39.2400003 -0.37137230 -0.1755648473 -0.454222510 -0.449407326
## 314 2020-11-09 40.2900010 -0.29228794 -0.2129516757 -0.416778514 -0.410127480
## 315 2020-11-10 41.3600010 -0.21169727 -0.2757235530 -0.376967357 -0.360519928
## 316 2020-11-11 41.4500010 -0.20491862 -0.0320205093 -0.352219899 -0.321619601
## 317 2020-11-12 41.1199990 -0.22977384 0.1212931130 -0.327149659 -0.298658159
## 318 2020-11-13 40.1300010 -0.30433888 0.3245149678 -0.294977928 -0.300078341
## 319 2020-11-14 40.5333340 -0.27396049 -0.0998176410 -0.269764192 -0.293548879
## 320 2020-11-15 40.9366670 -0.24358211 -0.1108860221 -0.251508450 -0.281057186
## 321 2020-11-16 41.3400000 -0.21320372 -0.1247151939 -0.240210704 -0.264093818
## 322 2020-11-17 41.4300000 -0.20642506 -0.0317942606 -0.239457531 -0.249676629
## 323 2020-11-18 41.8200000 -0.17705089 -0.1422994345 -0.235476427 -0.231520195
## 324 2020-11-19 41.7400020 -0.18307621 0.0340315712 -0.228805338 -0.219409199
## 325 2020-11-20 42.1500020 -0.15219567 -0.1686758582 -0.207070594 -0.202605818
## 326 2020-11-21 42.4533350 -0.12934912 -0.1501130121 -0.186411826 -0.184291644
## 327 2020-11-22 42.7566680 -0.10650257 -0.1766270272 -0.166829036 -0.164844376
## 328 2020-11-23 43.0600010 -0.08365602 -0.2145164257 -0.148322222 -0.144547288
## 329 2020-11-24 44.9100000 0.05568291 -1.6656175099 -0.110878226 -0.094489738
## 330 2020-11-25 45.7099990 0.11593754 1.0821027236 -0.069022735 -0.041882917
## 331 2020-11-26 45.6359992 0.11036400 -0.0480736879 -0.027102705 -0.003821188
## 332 2020-11-27 45.5619994 0.10479045 -0.0505014803 0.009609599 0.023331722
## 333 2020-11-28 45.4879996 0.09921691 -0.0531875293 0.042261889 0.042303019
## 334 2020-11-29 45.4139998 0.09364336 -0.0561753578 0.070854165 0.055138105
## 335 2020-11-30 45.3400000 0.08806982 -0.0595188505 0.095386428 0.063371033
## 336 2020-12-01 44.5499990 0.02856822 -0.6756185025 0.091512900 0.054670329
## 337 2020-12-02 45.2799990 0.08355064 1.9246008774 0.086886200 0.061890407
## 338 2020-12-03 45.6399990 0.11066526 0.3245291514 0.086929237 0.074084119
## 339 2020-12-04 46.2599980 0.15736258 0.4219691309 0.094439540 0.094903734
## 340 2020-12-05 46.0933313 0.14480952 -0.0797715946 0.100952770 0.107380180
## 341 2020-12-06 45.9266647 0.13225645 -0.0866867335 0.106468926 0.113599248
## 342 2020-12-07 45.7599980 0.11970339 -0.0949145674 0.110988007 0.115125283
## 343 2020-12-08 45.5999980 0.10765245 -0.1006733523 0.122285754 0.113257074
## 344 2020-12-09 45.5200000 0.10162713 -0.0559701171 0.124868109 0.110349587
## 345 2020-12-10 46.7799990 0.19652821 0.9338165020 0.137134246 0.131894244
## 346 2020-12-11 46.5700000 0.18071143 -0.0804809897 0.140469796 0.144098540
## 347 2020-12-12 46.7100007 0.19125605 0.0583506198 0.147105015 0.155887918
## 348 2020-12-13 46.8500013 0.20180068 0.0551335434 0.157039905 0.167366108
## 349 2020-12-14 46.9900020 0.21234530 0.0522526686 0.170274464 0.178610906
## 350 2020-12-15 47.6199990 0.25979566 0.2234584680 0.192009208 0.198907093
## 351 2020-12-16 47.8200000 0.27485941 0.0579830787 0.216756677 0.217895172
## 352 2020-12-17 48.3600010 0.31553141 0.1479738409 0.233757133 0.242304231
## 353 2020-12-18 49.0999980 0.37126679 0.1766397128 0.260979327 0.274544871
## 354 2020-12-19 48.6466660 0.33712255 -0.0919668401 0.281817399 0.290189292
## 355 2020-12-20 48.1933340 0.30297832 -0.1012813675 0.296271348 0.293386549
## 356 2020-12-21 47.7400020 0.26883409 -0.1126953018 0.304341175 0.287248434
## 357 2020-12-22 47.0200000 0.21460470 -0.2017206487 0.297885324 0.269087501
## 358 2020-12-23 48.1199990 0.29745485 0.3860593259 0.301113244 0.276179337
## 359 2020-12-24 48.0199990 0.28992301 -0.0253209467 0.297454901 0.279615255
## 360 2020-12-25 47.9199990 0.28239117 -0.0259787533 0.284758385 0.280309234
## 361 2020-12-26 47.8199990 0.27485933 -0.0266716495 0.275863639 0.278946759
## 362 2020-12-27 47.7199990 0.26732749 -0.0274025199 0.270770663 0.276041943
## 363 2020-12-28 47.6199990 0.25979566 -0.0281745742 0.269479459 0.271980371
## 364 2020-12-29 48.0000000 0.28841672 0.1101675887 0.280024032 0.276089457
## 365 2020-12-30 48.4000020 0.31854422 0.1044582446 0.283036800 0.286703148
## 366 2020-12-31 48.5200000 0.32758228 0.0283730006 0.288416695 0.296922930
## 367 2021-01-01 48.2949998 0.31063562 -0.0517325152 0.292451617 0.300351103
## 368 2021-01-02 48.0699995 0.29368897 -0.0545547707 0.295141564 0.298685569
## 369 2021-01-03 47.8449993 0.27674231 -0.0577027299 0.296486538 0.293199754
## 370 2021-01-04 47.6199990 0.25979566 -0.0612362273 0.296486538 0.284848730
## 371 2021-01-05 49.9300000 0.43378120 0.6697015009 0.317252892 0.322081846
## 372 2021-01-06 50.6300010 0.48650414 0.1215427133 0.341247167 0.363187420
## 373 2021-01-07 50.8300020 0.50156789 0.0309632555 0.366102255 0.397782538
## 374 2021-01-08 52.2400020 0.60776681 0.2117338890 0.408549568 0.450278607
## 375 2021-01-09 52.2433347 0.60801782 0.0004130055 0.453453690 0.489713411
## 376 2021-01-10 52.2466673 0.60826883 0.0004128350 0.500814622 0.519352267
## 377 2021-01-11 52.2500000 0.60851985 0.0004126647 0.550632364 0.541644161
## 378 2021-01-12 53.2099990 0.68082542 0.1188220452 0.585924395 0.576439476
## 379 2021-01-13 52.9100000 0.65822998 -0.0331883021 0.610456658 0.596887101
## 380 2021-01-14 53.5700000 0.70794011 0.0755209191 0.639938404 0.624650354
## 381 2021-01-15 52.3600010 0.61680494 -0.1287328786 0.641229565 0.622689001
## 382 2021-01-16 52.5150007 0.62847927 0.0189271028 0.644152629 0.624136569
## 383 2021-01-17 52.6700005 0.64015360 0.0185755220 0.648707596 0.628140828
## 384 2021-01-18 52.8250003 0.65182793 0.0182367646 0.654894466 0.634062605
## 385 2021-01-19 52.9800000 0.66350227 0.0179101415 0.652419730 0.641422520
## 386 2021-01-20 53.2400020 0.68308520 0.0295144890 0.655970476 0.651838189
## 387 2021-01-21 53.1300010 0.67480010 -0.0121289373 0.651236188 0.657578666
## 388 2021-01-22 52.2700000 0.61002621 -0.0959897384 0.650267798 0.645690553
## 389 2021-01-23 52.4366667 0.62257928 0.0205779090 0.649424941 0.639912734
## 390 2021-01-24 52.6033333 0.63513234 0.0201629966 0.648707618 0.638717636
## 391 2021-01-25 52.7700000 0.64768540 0.0197644854 0.648115828 0.640959578
## 392 2021-01-26 52.6100010 0.63563454 -0.0186060484 0.644134724 0.639628318
## 393 2021-01-27 52.8499980 0.65371072 0.0284380173 0.639938371 0.643148920
## 394 2021-01-28 52.3400000 0.61529850 -0.0587602794 0.631438143 0.636186315
## 395 2021-01-29 52.2000010 0.60475400 -0.0171372079 0.630684970 0.628328237
## 396 2021-01-30 52.6500003 0.63864722 0.0560446432 0.632980391 0.630907984
## 397 2021-01-31 53.0999997 0.67254045 0.0530703352 0.638324406 0.641316099
## 398 2021-02-01 53.5499990 0.70643367 0.0503958125 0.646717015 0.657595492
## 399 2021-02-02 54.7599980 0.79756884 0.1290073966 0.669850486 0.692588828
## 400 2021-02-03 55.6899990 0.86761501 0.0878246096 0.700408241 0.736345373
## 401 2021-02-04 56.2300000 0.90828701 0.0468779376 0.742263743 0.779330783
## 402 2021-02-05 56.8499980 0.95498426 0.0514124351 0.792296636 0.823244151
## 403 2021-02-06 57.2233323 0.98310320 0.0294443999 0.841504632 0.863208913
## 404 2021-02-07 57.5966667 1.01122213 0.0286022246 0.889887731 0.900212218
## 405 2021-02-08 57.9700010 1.03934107 0.0278068858 0.937445931 0.934994432
## 406 2021-02-09 58.3600010 1.06871524 0.0282623002 0.976181132 0.968424635
## 407 2021-02-10 58.6800000 1.09281705 0.0225521321 1.008352852 0.999522739
## 408 2021-02-11 58.2400020 1.05967711 -0.0303252388 1.029980010 1.014561332
## 409 2021-02-12 59.4700010 1.15231865 0.0874243060 1.058170637 1.049000661
## 410 2021-02-13 59.6150005 1.16323978 0.0094775242 1.083904434 1.077560440
## 411 2021-02-14 59.7600000 1.17416090 0.0093885441 1.107181401 1.101710556
## 412 2021-02-15 59.9049995 1.18508203 0.0093012192 1.128001538 1.122553425
## 413 2021-02-16 60.0499990 1.19600316 0.0092155038 1.146185526 1.140915859
## 414 2021-02-17 61.1399990 1.27810020 0.0686428268 1.172654547 1.175211943
## 415 2021-02-18 60.5200000 1.23140288 -0.0365365113 1.197186799 1.189259676
## 416 2021-02-19 59.2400020 1.13499550 -0.0782906893 1.194712063 1.175693631
## 417 2021-02-20 59.9900020 1.19148428 0.0497700543 1.198746992 1.179641294
## 418 2021-02-21 60.7400020 1.24797307 0.0474104344 1.209291588 1.196724238
## 419 2021-02-22 61.4900020 1.30446186 0.0452644282 1.226345848 1.223658643
## 420 2021-02-23 61.6699980 1.31801887 0.0103927973 1.243776663 1.247248699
## 421 2021-02-24 63.2200010 1.43476259 0.0885751510 1.266157005 1.294127170
## 422 2021-02-25 63.5299990 1.45811113 0.0162734577 1.298543899 1.335123161
## 423 2021-02-26 61.5000000 1.30521489 -0.1048591148 1.322860955 1.327646094
## 424 2021-02-27 61.2133330 1.28362360 -0.0165423296 1.336023714 1.316640469
## 425 2021-02-28 60.9266660 1.26203230 -0.0168205812 1.338032176 1.302988427
## 426 2021-03-01 60.6399990 1.24044101 -0.0171083537 1.328886340 1.287351572
## 427 2021-03-02 59.7500000 1.17340772 -0.0540398822 1.308227605 1.258865609
## 428 2021-03-03 61.2799990 1.28864477 0.0982071697 1.287353631 1.266310399
## 429 2021-03-04 63.8300020 1.48070687 0.1490419296 1.290581594 1.319909518
## 430 2021-03-05 66.0899960 1.65092597 0.1149579955 1.339968891 1.402663631
## 431 2021-03-06 65.7433317 1.62481577 -0.0158154863 1.388710630 1.458201666
## 432 2021-03-07 65.3966673 1.59870557 -0.0160696354 1.436806812 1.493327643
## 433 2021-03-08 65.0500030 1.57259538 -0.0163320861 1.484257437 1.513144577
## 434 2021-03-09 64.0100020 1.49426418 -0.0498101387 1.530094075 1.508424478
## 435 2021-03-10 64.4400020 1.52665109 0.0216741492 1.564094977 1.512981131
## 436 2021-03-11 66.0199970 1.64565376 0.0779501419 1.587658817 1.546149287
## 437 2021-03-12 65.6100010 1.61477352 -0.0187647224 1.582494182 1.563305346
## 438 2021-03-13 65.5366670 1.60925012 -0.0034205406 1.580270518 1.574791540
## 439 2021-03-14 65.4633330 1.60372672 -0.0034322808 1.580987825 1.582025336
## 440 2021-03-15 65.3899990 1.59820333 -0.0034441019 1.584646104 1.586069834
## 441 2021-03-16 64.8000030 1.55376578 -0.0278046880 1.593146332 1.577993821
## 442 2021-03-17 64.5999980 1.53870173 -0.0096951892 1.594867852 1.568170798
## 443 2021-03-18 60.0000000 1.19223732 -0.2251667142 1.530094075 1.474187427
## 444 2021-03-19 61.4199980 1.29918927 0.0897069335 1.485010610 1.430437888
## 445 2021-03-20 61.4633317 1.30245309 0.0025121988 1.441182463 1.398441689
## 446 2021-03-21 61.5066653 1.30571691 0.0025059035 1.398609632 1.375260495
## 447 2021-03-22 61.5499990 1.30898073 0.0024996396 1.357292119 1.358690555
## 448 2021-03-23 57.7599980 1.02352399 -0.2180755914 1.281543291 1.274898913
## 449 2021-03-24 61.1800000 1.28111301 0.2516687686 1.244744903 1.276452437
## 450 2021-03-25 58.5600010 1.08377892 -0.1540333191 1.229250846 1.228284057
## 451 2021-03-26 60.9700010 1.26529622 0.1674855456 1.224408982 1.237537099
## 452 2021-03-27 61.1666677 1.28010884 0.0117068360 1.221216946 1.248180034
## 453 2021-03-28 61.3633343 1.29492145 0.0115713718 1.219674738 1.259865389
## 454 2021-03-29 61.5600010 1.30973407 0.0114390068 1.219782357 1.272332559
## 455 2021-03-30 60.5499990 1.23366235 -0.0580818042 1.249802123 1.262665007
## 456 2021-03-31 59.1600000 1.12896987 -0.0848631534 1.228067390 1.229241224
## 457 2021-04-01 61.4500010 1.30144905 0.1527757090 1.259163122 1.247293180
## 458 2021-04-02 60.7500012 1.24872620 -0.0405108825 1.256795976 1.247651434
## 459 2021-04-03 60.0500015 1.19600335 -0.0422213048 1.244780906 1.234739413
## 460 2021-04-04 59.3500017 1.14328050 -0.0440825266 1.223117912 1.211874684
## 461 2021-04-05 58.6500020 1.09055765 -0.0461154105 1.191806995 1.181545425
## 462 2021-04-06 59.3300020 1.14177415 0.0469635885 1.178680109 1.171602606
## 463 2021-04-07 59.7700000 1.17491409 0.0290249503 1.185243568 1.172430477
## 464 2021-04-08 59.5999980 1.16210981 -0.0108980528 1.165337963 1.169850311
## 465 2021-04-09 59.3200000 1.14102082 -0.0181471634 1.149951480 1.162642937
## 466 2021-04-10 59.4466670 1.15056117 0.0083612442 1.143459740 1.159622495
## 467 2021-04-11 59.5733340 1.16010152 0.0082919135 1.145862744 1.159742252
## 468 2021-04-12 59.7000010 1.16964188 0.0082237231 1.157160490 1.162217158
## 469 2021-04-13 60.1800000 1.20579462 0.0309092461 1.166306273 1.173111525
## 470 2021-04-14 63.1500020 1.42949037 0.1855172882 1.202674313 1.237206237
## 471 2021-04-15 63.4599990 1.45283885 0.0163334243 1.244207033 1.291114389
## 472 2021-04-16 63.1300010 1.42798393 -0.0171078271 1.285201763 1.325331775
## 473 2021-04-17 63.2133343 1.43426046 0.0043953799 1.325730234 1.352563947
## 474 2021-04-18 63.2966677 1.44053699 0.0043761451 1.365792444 1.374557209
## 475 2021-04-19 63.3800010 1.44681353 0.0043570779 1.405388394 1.392621288
## 476 2021-04-20 62.4399990 1.37601410 -0.0489347311 1.429705462 1.388469490
## 477 2021-04-21 61.3499980 1.29391698 -0.0596629884 1.410337834 1.364831363
## 478 2021-04-22 61.4300000 1.29994260 0.0046568840 1.388495514 1.348609173
## 479 2021-04-23 62.1399990 1.35341858 0.0411371830 1.377843321 1.349811525
## 480 2021-04-24 62.0633327 1.34764420 -0.0042665177 1.365469569 1.349269693
## 481 2021-04-25 61.9866663 1.34186981 -0.0042847988 1.351374257 1.347419723
## 482 2021-04-26 61.9100000 1.33609543 -0.0043032373 1.335557386 1.344588649
## 483 2021-04-27 62.9399990 1.41367329 0.0580631127 1.340937270 1.361859809
## 484 2021-04-28 63.8600010 1.48296635 0.0490163207 1.367944323 1.392136444
## 485 2021-04-29 65.0100020 1.56958257 0.0584074049 1.406464318 1.436497975
## 486 2021-04-30 63.5800020 1.46187728 -0.0686203392 1.421958417 1.442842801
##
## [[5]]
## Date Gold Gold_std Gold_ROC Gold_7MA Gold_7EMA
## 1 2020-01-01 1522.000 -2.0195099619 NA -2.019509962 -2.019509962
## 2 2020-01-02 1524.500 -1.9995405901 -9.888226e-03 -2.009525276 -2.014517619
## 3 2020-01-03 1549.200 -1.8022435877 -9.867117e-02 -1.940431380 -1.961449111
## 4 2020-01-04 1554.867 -1.7569796782 -2.511531e-02 -1.894568454 -1.910331753
## 5 2020-01-05 1560.533 -1.7117157686 -2.576234e-02 -1.857997917 -1.860677757
## 6 2020-01-06 1566.200 -1.6664518591 -2.644359e-02 -1.826073574 -1.812121282
## 7 2020-01-07 1571.800 -1.6217196834 -2.684277e-02 -1.796880161 -1.764520883
## 8 2020-01-08 1557.400 -1.7367434649 7.092704e-02 -1.756484947 -1.757576528
## 9 2020-01-09 1551.700 -1.7822742158 2.621616e-02 -1.725446894 -1.763750950
## 10 2020-01-10 1557.500 -1.7359448817 -2.599450e-02 -1.715975650 -1.756799433
## 11 2020-01-11 1554.467 -1.7601743223 1.395749e-02 -1.716432028 -1.757643155
## 12 2020-01-12 1551.433 -1.7844037629 1.376536e-02 -1.726816027 -1.764333307
## 13 2020-01-13 1548.400 -1.8086332036 1.357845e-02 -1.747127648 -1.775408281
## 14 2020-01-14 1542.400 -1.8565596960 2.649874e-02 -1.780676221 -1.795696135
## 15 2020-01-15 1552.100 -1.7790789166 -4.173352e-02 -1.786724143 -1.791541830
## 16 2020-01-16 1549.000 -1.8038407460 1.391834e-02 -1.789805076 -1.794616559
## 17 2020-01-17 1558.800 -1.7255604170 -4.339647e-02 -1.788321581 -1.777352524
## 18 2020-01-18 1558.200 -1.7303531162 2.777474e-03 -1.784061408 -1.765602672
## 19 2020-01-19 1557.600 -1.7351458153 2.769781e-03 -1.777024559 -1.757988458
## 20 2020-01-20 1557.000 -1.7399385145 2.762130e-03 -1.767211032 -1.753475972
## 21 2020-01-21 1556.400 -1.7447312137 2.754522e-03 -1.751235534 -1.751289782
## 22 2020-01-22 1555.300 -1.7535175376 5.035918e-03 -1.747583909 -1.751846721
## 23 2020-01-23 1564.600 -1.6792320574 -4.236369e-02 -1.729782667 -1.733693055
## 24 2020-01-24 1571.100 -1.6273116906 -3.091911e-02 -1.715747135 -1.707097714
## 25 2020-01-25 1573.000 -1.6121347736 -9.326374e-03 -1.698858800 -1.683356979
## 26 2020-01-26 1574.900 -1.5969578567 -9.414174e-03 -1.679117663 -1.661757198
## 27 2020-01-27 1576.800 -1.5817809397 -9.503643e-03 -1.656523724 -1.641763134
## 28 2020-01-28 1569.200 -1.6424886129 3.837932e-02 -1.641917638 -1.641944504
## 29 2020-01-29 1569.800 -1.6376951809 -2.918396e-03 -1.625371587 -1.640882173
## 30 2020-01-30 1583.500 -1.5282634146 -6.682059e-02 -1.603804638 -1.612727483
## 31 2020-01-31 1582.900 -1.5330558721 3.135884e-03 -1.590339522 -1.592809580
## 32 2020-02-01 1581.000 -1.5482327891 9.899781e-03 -1.581210667 -1.581665383
## 33 2020-02-02 1579.100 -1.5634097060 9.802736e-03 -1.576418074 -1.577101463
## 34 2020-02-03 1577.200 -1.5785866230 9.707575e-03 -1.575961743 -1.577472753
## 35 2020-02-04 1550.400 -1.7926577061 1.356093e-01 -1.597414470 -1.631268992
## 36 2020-02-05 1557.800 -1.7335481657 -3.297313e-02 -1.611107754 -1.656838785
## 37 2020-02-06 1565.100 -1.6752381830 -3.363621e-02 -1.632104149 -1.661438635
## 38 2020-02-07 1568.600 -1.6472810625 -1.668845e-02 -1.648422034 -1.657899242
## 39 2020-02-08 1570.633 -1.6310393733 -9.859695e-03 -1.660251546 -1.651184274
## 40 2020-02-09 1572.667 -1.6147976841 -9.957877e-03 -1.667592685 -1.642087627
## 41 2020-02-10 1574.700 -1.5985559949 -1.005803e-02 -1.670445453 -1.631204719
## 42 2020-02-11 1565.600 -1.6712443087 4.547123e-02 -1.653100682 -1.641214616
## 43 2020-02-12 1567.400 -1.6568659775 -8.603369e-03 -1.642146083 -1.645127457
## 44 2020-02-13 1575.100 -1.5953606957 -3.712146e-02 -1.630735014 -1.632685766
## 45 2020-02-14 1582.700 -1.5346540050 -3.805202e-02 -1.614645434 -1.608177826
## 46 2020-02-15 1587.025 -1.5001068938 -2.251134e-02 -1.595940794 -1.581160093
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## 199 2020-07-17 1808.300 0.2673828930 4.021147e-01 0.257226594 0.245179028
## 200 2020-07-18 1810.833 0.2876184566 7.568010e-02 0.266773939 0.255788885
## 201 2020-07-19 1813.367 0.3078540202 7.035558e-02 0.274343337 0.268805169
## 202 2020-07-20 1815.900 0.3280895837 6.573104e-02 0.279934789 0.283626273
## 203 2020-07-21 1842.400 0.5397649253 6.451754e-01 0.316222045 0.347660936
## 204 2020-07-22 1864.100 0.7130986895 3.211282e-01 0.376358327 0.439020374
## 205 2020-07-23 1889.100 0.9127924079 2.800366e-01 0.479514425 0.557463383
## 206 2020-07-24 1897.300 0.9782925307 7.175796e-02 0.581072945 0.662670670
## 207 2020-07-25 1908.533 1.0680214444 9.171992e-02 0.692559086 0.764008363
## 208 2020-07-26 1919.767 1.1577503581 8.401415e-02 0.813972849 0.862443862
## 209 2020-07-27 1931.000 1.2474792717 7.750282e-02 0.945314233 0.958702714
## 210 2020-07-28 1944.700 1.3569110380 8.772231e-02 1.062049391 1.058254795
## 211 2020-07-29 1953.500 1.4272036183 5.180338e-02 1.164064381 1.150492001
## 212 2020-07-30 1942.300 1.3377412239 -6.268369e-02 1.224771355 1.197304307
## 213 2020-07-31 1962.800 1.5014900730 1.224070e-01 1.299513861 1.273350748
## 214 2020-08-01 1963.867 1.5100102078 5.674453e-03 1.362655113 1.332515613
## 215 2020-08-02 1964.933 1.5185303427 5.642435e-03 1.414195111 1.379019296
## 216 2020-08-03 1966.000 1.5270504776 5.610777e-03 1.454133854 1.416027091
## 217 2020-08-04 2001.200 1.8082188417 1.841251e-01 1.518606398 1.514075029
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## 219 2020-08-06 2051.500 2.2100029946 7.960238e-02 1.731765095 1.787990339
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## 221 2020-08-08 2014.867 1.9173850686 2.026013e-02 1.843935780 1.837461459
## 222 2020-08-09 2019.633 1.9554601321 1.985781e-02 1.906354321 1.866961127
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## 225 2020-08-12 1934.900 1.2786316835 1.457811e-02 1.784940651 1.623921685
## 226 2020-08-13 1956.700 1.4527640229 1.361865e-01 1.676763655 1.581132270
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## 228 2020-08-15 1953.000 1.4232097440 9.865942e-02 1.522752289 1.488077919
## 229 2020-08-16 1969.000 1.5510137238 8.979982e-02 1.464974230 1.503811870
## 230 2020-08-17 1985.000 1.6788177036 8.240029e-02 1.420014589 1.547563328
## 231 2020-08-18 1999.400 1.7938414771 6.851475e-02 1.496240588 1.609132865
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## 234 2020-08-21 1934.600 1.2762349755 5.031806e-03 1.494528929 1.442549171
## 235 2020-08-22 1932.300 1.2578630868 -1.439538e-02 1.470907978 1.396377650
## 236 2020-08-23 1930.000 1.2394911982 -1.460563e-02 1.426404760 1.357156037
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## 238 2020-08-25 1911.800 1.0941148874 -1.040066e-01 1.261058334 1.265888863
## 239 2020-08-26 1940.700 1.3249600431 2.109880e-01 1.240518409 1.280656658
## 240 2020-08-27 1921.600 1.1723942419 -1.151475e-01 1.226596820 1.253591054
## 241 2020-08-28 1964.600 1.5158674376 2.929673e-01 1.260830029 1.319160150
## 242 2020-08-29 1965.600 1.5238551864 5.269424e-03 1.298828901 1.370333909
## 243 2020-08-30 1966.600 1.5318429351 5.241803e-03 1.340593434 1.410711166
## 244 2020-08-31 1967.600 1.5398306838 5.214470e-03 1.386123631 1.442991045
## 245 2020-09-01 1968.200 1.5446231334 3.112322e-03 1.450481952 1.468399067
## 246 2020-09-02 1934.400 1.2746378092 -1.747904e-01 1.443293061 1.419958753
## 247 2020-09-03 1927.600 1.2203207343 -4.261373e-02 1.450139703 1.370049248
## 248 2020-09-04 1923.900 1.1907664474 -2.421846e-02 1.403696704 1.325228548
## 249 2020-09-05 1926.175 1.2089385279 1.526083e-02 1.358708610 1.296156043
## 250 2020-09-06 1928.450 1.2271106083 1.503143e-02 1.315175421 1.278894684
## 251 2020-09-07 1930.725 1.2452826888 1.480884e-02 1.273097136 1.270491685
## 252 2020-09-08 1933.000 1.2634547692 1.459274e-02 1.232930226 1.268732456
## 253 2020-09-09 1944.700 1.3569110380 7.396883e-02 1.244683545 1.290777102
## 254 2020-09-10 1954.200 1.4327946510 5.592379e-02 1.275036962 1.326281489
## 255 2020-09-11 1937.800 1.3017963546 -9.142852e-02 1.290898377 1.320160205
## 256 2020-09-12 1942.900 1.3425336787 3.129316e-02 1.309983398 1.325753574
## 257 2020-09-13 1948.000 1.3832710029 3.034361e-02 1.332292026 1.340132931
## 258 2020-09-14 1953.100 1.4240083271 2.945000e-02 1.357824260 1.361101780
## 259 2020-09-15 1956.300 1.4495697062 1.795030e-02 1.384412108 1.383218762
## 260 2020-09-16 1960.200 1.4807211435 2.149013e-02 1.402099266 1.407594357
## 261 2020-09-17 1940.000 1.3193690104 -1.089686e-01 1.385895603 1.385538020
## 262 2020-09-18 1952.100 1.4160205784 7.325590e-02 1.402213350 1.393158660
## 263 2020-09-19 1935.133 1.2804950416 -9.570873e-02 1.393350687 1.364992755
## 264 2020-09-20 1918.167 1.1449695048 -1.058384e-01 1.359307616 1.309986943
## 265 2020-09-21 1901.200 1.0094439680 -1.183661e-01 1.300084136 1.234851199
## 266 2020-09-22 1898.600 0.9886760209 -2.057365e-02 1.234242181 1.173307404
## 267 2020-09-23 1859.900 0.6795505282 -3.126661e-01 1.119789236 1.049868185
## 268 2020-09-24 1868.300 0.7466478173 9.873775e-02 1.037971923 0.974063093
## 269 2020-09-25 1857.700 0.6619768979 -1.134014e-01 0.930251397 0.896041545
## 270 2020-09-26 1862.733 0.7021821608 6.073515e-02 0.847635271 0.847576699
## 271 2020-09-27 1867.767 0.7423874237 5.725760e-02 0.790123545 0.821279380
## 272 2020-09-28 1872.800 0.7825926866 5.415671e-02 0.757716219 0.811607707
## 273 2020-09-29 1894.300 0.9543292845 2.194457e-01 0.752809543 0.847288101
## 274 2020-09-30 1887.500 0.9000122017 -5.691650e-02 0.784304067 0.860469126
## 275 2020-10-01 1908.400 1.0669563420 1.854910e-01 0.830062428 0.912090930
## 276 2020-10-02 1900.200 1.0014562192 -6.138969e-02 0.878559474 0.934432252
## 277 2020-10-03 1904.300 1.0342061195 3.270228e-02 0.925991468 0.959375719
## 278 2020-10-04 1908.400 1.0669560198 3.166671e-02 0.972358410 0.986270794
## 279 2020-10-05 1912.500 1.0997059201 3.069471e-02 1.017660301 1.014629576
## 280 2020-10-06 1901.100 1.0086453928 -8.280443e-02 1.025419745 1.013133530
## 281 2020-10-07 1883.600 0.8688597899 -1.385875e-01 1.020969400 0.977065095
## 282 2020-10-08 1888.600 0.9087985336 4.596685e-02 0.998375428 0.959998455
## 283 2020-10-09 1919.500 1.1556201613 2.715911e-01 1.020398848 1.008903881
## 284 2020-10-10 1920.500 1.1636079100 6.912088e-03 1.038884818 1.047579888
## 285 2020-10-11 1921.500 1.1715956587 6.864639e-03 1.053833338 1.078583831
## 286 2020-10-12 1922.500 1.1795834075 6.817837e-03 1.065244408 1.103833725
## 287 2020-10-13 1888.500 0.9079999504 -2.302368e-01 1.050866487 1.054875281
## 288 2020-10-14 1901.300 1.0102435256 1.126031e-01 1.071064164 1.043717342
## 289 2020-10-15 1903.200 1.0254194654 1.502206e-02 1.087724297 1.039142873
## 290 2020-10-16 1900.800 1.0062496513 -1.869461e-02 1.066385653 1.030919568
## 291 2020-10-17 1902.667 1.0211600490 1.481779e-02 1.046035958 1.028479688
## 292 2020-10-18 1904.533 1.0360704468 1.460143e-02 1.026675214 1.030377378
## 293 2020-10-19 1906.400 1.0509808445 1.439130e-02 1.008303419 1.035528244
## 294 2020-10-20 1910.400 1.0829318394 3.040112e-02 1.033293689 1.047379143
## 295 2020-10-21 1924.600 1.1963574881 1.047394e-01 1.059881398 1.084623729
## 296 2020-10-22 1901.100 1.0086453928 -1.569030e-01 1.057485102 1.065629145
## 297 2020-10-23 1902.000 1.0158345583 7.127545e-03 1.058854374 1.053180499
## 298 2020-10-24 1902.233 1.0176982359 1.834627e-03 1.058359829 1.044309933
## 299 2020-10-25 1902.467 1.0195619135 1.831267e-03 1.056001468 1.038122928
## 300 2020-10-26 1902.700 1.0214255911 1.827920e-03 1.051779288 1.033948594
## 301 2020-10-27 1908.800 1.0701516412 4.770396e-02 1.049953546 1.042999356
## 302 2020-10-28 1876.200 0.8097502495 -2.433313e-01 0.994723940 0.984687079
## 303 2020-10-29 1865.600 0.7250803126 -1.045630e-01 0.954214643 0.919785387
## 304 2020-10-30 1877.400 0.8193361311 1.299936e-01 0.926143439 0.894673073
## 305 2020-10-31 1881.733 0.8539497090 4.224588e-02 0.902750793 0.884492232
## 306 2020-11-01 1886.067 0.8885632868 4.053351e-02 0.884036703 0.885509996
## 307 2020-11-02 1890.400 0.9231768647 3.895454e-02 0.870001171 0.894926713
## 308 2020-11-03 1908.500 1.0677549251 1.566093e-01 0.869658783 0.938133766
## 309 2020-11-04 1894.600 0.9567250260 -1.039844e-01 0.890655179 0.942781581
## 310 2020-11-05 1945.300 1.3617044701 4.232976e-01 0.981601488 1.047512303
## 311 2020-11-06 1950.300 1.4016432138 2.932996e-02 1.064788214 1.136045031
## 312 2020-11-07 1917.933 1.1431061520 -1.844528e-01 1.106096277 1.137810311
## 313 2020-11-08 1885.567 0.8845690903 -2.261707e-01 1.105525677 1.074500006
## 314 2020-11-09 1853.200 0.6260320286 -2.922746e-01 1.063076415 0.962383012
## 315 2020-11-10 1875.400 0.8033606336 2.832580e-01 1.025305802 0.922627417
## 316 2020-11-11 1860.700 0.6859401441 -1.461616e-01 0.986622247 0.863455599
## 317 2020-11-12 1872.600 0.7809945538 1.385754e-01 0.903663688 0.842840338
## 318 2020-11-13 1885.700 0.8856338625 1.339821e-01 0.829948066 0.853538719
## 319 2020-11-14 1886.233 0.8898942561 4.810559e-03 0.793774938 0.862627603
## 320 2020-11-15 1886.767 0.8941546497 4.787528e-03 0.795144304 0.870509365
## 321 2020-11-16 1887.300 0.8984150433 4.764717e-03 0.834056163 0.877485784
## 322 2020-11-17 1884.500 0.8760489554 -2.489505e-02 0.844440209 0.877126577
## 323 2020-11-18 1873.500 0.7881837193 -1.002972e-01 0.859046434 0.854890863
## 324 2020-11-19 1861.100 0.6891354433 -1.256665e-01 0.845923704 0.813452008
## 325 2020-11-20 1872.600 0.7809945538 1.332962e-01 0.830975232 0.805337644
## 326 2020-11-21 1861.000 0.6883368628 -1.186406e-01 0.802181318 0.776087449
## 327 2020-11-22 1849.400 0.5956791718 -1.346110e-01 0.759541964 0.730985380
## 328 2020-11-23 1837.800 0.5030214808 -1.555497e-01 0.703057170 0.673994405
## 329 2020-11-24 1804.800 0.2394257725 -5.240248e-01 0.612111001 0.565352247
## 330 2020-11-25 1805.700 0.2466139635 3.002263e-02 0.534743893 0.485667676
## 331 2020-11-26 1799.700 0.1986874711 -1.943381e-01 0.464679897 0.413922625
## 332 2020-11-27 1793.700 0.1507609787 -2.412155e-01 0.374646529 0.348132213
## 333 2020-11-28 1787.700 0.1028344862 -3.178972e-01 0.291003332 0.286807781
## 334 2020-11-29 1781.700 0.0549079938 -4.660547e-01 0.213750307 0.228832835
## 335 2020-11-30 1775.700 0.0069815014 -8.728509e-01 0.142887452 0.173370001
## 336 2020-12-01 1814.100 0.3137112526 4.393464e+01 0.153499664 0.208455314
## 337 2020-12-02 1825.700 0.4063689383 2.953598e-01 0.176321803 0.257933720
## 338 2020-12-03 1836.800 0.4950337321 2.181879e-01 0.218656983 0.317208723
## 339 2020-12-04 1835.900 0.4878445585 -1.452259e-02 0.266811780 0.359867682
## 340 2020-12-05 1844.533 0.5568055225 1.413585e-01 0.331664786 0.409102142
## 341 2020-12-06 1853.167 0.6257664865 1.238511e-01 0.413215999 0.463268228
## 342 2020-12-07 1861.800 0.6947274505 1.102024e-01 0.511465420 0.521133034
## 343 2020-12-08 1870.800 0.7666171891 1.034791e-01 0.576166268 0.582504073
## 344 2020-12-09 1834.600 0.4774601017 -3.771858e-01 0.586322149 0.556243080
## 345 2020-12-10 1833.600 0.4694723530 -1.672967e-02 0.582670523 0.534550398
## 346 2020-12-11 1839.800 0.5189969783 1.054900e-01 0.587120869 0.530662043
## 347 2020-12-12 1836.100 0.4894420470 -5.694625e-02 0.577497515 0.520357044
## 348 2020-12-13 1832.400 0.4598871157 -6.038495e-02 0.553800462 0.505239562
## 349 2020-12-14 1828.700 0.4303321845 -6.426562e-02 0.516029710 0.486512718
## 350 2020-12-15 1852.300 0.6188438375 4.380608e-01 0.494919231 0.519595498
## 351 2020-12-16 1856.100 0.6491966996 4.904769e-02 0.519453031 0.551995798
## 352 2020-12-17 1887.200 0.8976154856 3.826557e-01 0.580616335 0.638400720
## 353 2020-12-18 1885.700 0.8856338625 -1.334828e-02 0.632993033 0.700209006
## 354 2020-12-19 1883.533 0.8683270736 -1.954170e-02 0.687119466 0.742238523
## 355 2020-12-20 1881.367 0.8510202847 -1.993119e-02 0.742995633 0.769433963
## 356 2020-12-21 1879.200 0.8337134957 -2.033652e-02 0.800621534 0.785503846
## 357 2020-12-22 1866.600 0.7330680613 -1.207194e-01 0.816939280 0.772394900
## 358 2020-12-23 1874.700 0.7977686264 8.825997e-02 0.838163841 0.778738332
## 359 2020-12-24 1875.200 0.8017625008 5.006307e-03 0.824470558 0.784494374
## 360 2020-12-25 1875.700 0.8057563751 4.981368e-03 0.813059488 0.789809874
## 361 2020-12-26 1876.200 0.8097502495 4.956677e-03 0.804691371 0.794794968
## 362 2020-12-27 1876.700 0.8137441239 4.932230e-03 0.799366205 0.799532257
## 363 2020-12-28 1877.200 0.8177379983 4.908022e-03 0.797083991 0.804083692
## 364 2020-12-29 1879.700 0.8377073701 2.442026e-02 0.812032463 0.812489612
## 365 2020-12-30 1891.000 0.9279693222 1.077488e-01 0.830632563 0.841359539
## 366 2020-12-31 1893.100 0.9447434029 1.807612e-02 0.851058406 0.867205505
## 367 2021-01-01 1906.000 1.0477853117 1.090687e-01 0.885633968 0.912350457
## 368 2021-01-02 1918.900 1.1508272205 9.834258e-02 0.934359250 0.971969648
## 369 2021-01-03 1931.800 1.2538691293 8.953725e-02 0.997234251 1.042444518
## 370 2021-01-04 1944.700 1.3569110380 8.217916e-02 1.074258971 1.121061148
## 371 2021-01-05 1952.700 1.4208130279 4.709372e-02 1.157559779 1.195999118
## 372 2021-01-06 1906.900 1.0549747189 -2.574852e-01 1.175703407 1.160743018
## 373 2021-01-07 1912.300 1.0981087617 4.088633e-02 1.197612744 1.145084454
## 374 2021-01-08 1834.100 0.4734662274 -5.688349e-01 1.115567161 0.977179897
## 375 2021-01-09 1839.267 0.5147362625 8.716574e-02 1.024697024 0.861568989
## 376 2021-01-10 1844.433 0.5560062976 8.017705e-02 0.925002333 0.785178316
## 377 2021-01-11 1849.600 0.5972763328 7.422584e-02 0.816483090 0.738202820
## 378 2021-01-12 1842.900 0.5437587997 -8.960263e-02 0.691189629 0.689591815
## 379 2021-01-13 1853.600 0.6292273277 1.571810e-01 0.630368573 0.674500693
## 380 2021-01-14 1850.300 0.6028683400 -4.189104e-02 0.559619941 0.656592605
## 381 2021-01-15 1829.300 0.4351256165 -2.782411e-01 0.554142711 0.601225858
## 382 2021-01-16 1831.850 0.4554942780 4.681099e-02 0.545679570 0.564792963
## 383 2021-01-17 1834.400 0.4758629394 4.471771e-02 0.534230519 0.542560457
## 384 2021-01-18 1836.950 0.4962316008 4.280363e-02 0.519795557 0.530978243
## 385 2021-01-19 1839.500 0.5166002622 4.104668e-02 0.515915766 0.527383748
## 386 2021-01-20 1865.900 0.7274770206 4.082010e-01 0.529951437 0.577407066
## 387 2021-01-21 1865.300 0.7226845711 -6.587768e-03 0.547068041 0.613726442
## 388 2021-01-22 1855.700 0.6460014004 -1.061088e-01 0.577193153 0.621795182
## 389 2021-01-23 1855.433 0.6438715284 -3.297008e-03 0.604104189 0.627314268
## 390 2021-01-24 1855.167 0.6417416565 -3.307914e-03 0.627801149 0.630921115
## 391 2021-01-25 1854.900 0.6396117845 -3.318893e-03 0.648284032 0.633093783
## 392 2021-01-26 1850.700 0.6060626567 -5.245233e-02 0.661064374 0.626336001
## 393 2021-01-27 1844.900 0.5597342971 -7.644153e-02 0.637101128 0.609685575
## 394 2021-01-28 1837.900 0.5038200560 -9.989426e-02 0.605834769 0.583219195
## 395 2021-01-29 1847.300 0.5789050938 1.490315e-01 0.596249582 0.582140670
## 396 2021-01-30 1851.800 0.6148499631 6.209113e-02 0.592103644 0.590317993
## 397 2021-01-31 1856.300 0.6507948324 5.846120e-02 0.593396955 0.605437203
## 398 2021-02-01 1860.800 0.6867397018 5.523226e-02 0.600129514 0.625762828
## 399 2021-02-02 1830.500 0.4447105236 -3.524322e-01 0.577079210 0.580499752
## 400 2021-02-03 1832.200 0.4582893051 3.053398e-02 0.562587068 0.549947140
## 401 2021-02-04 1788.900 0.1124203678 -7.546956e-01 0.506672827 0.440565447
## 402 2021-02-05 1810.900 0.2881508401 1.563155e+00 0.465136505 0.402461795
## 403 2021-02-06 1817.900 0.3440650812 1.940450e-01 0.426452950 0.387862617
## 404 2021-02-07 1824.900 0.3999793224 1.625107e-01 0.390622163 0.390891793
## 405 2021-02-08 1831.900 0.4558935635 1.397928e-01 0.357644143 0.407142236
## 406 2021-02-09 1835.300 0.4830521090 5.957212e-02 0.363121513 0.426119704
## 407 2021-02-10 1840.600 0.5253865942 8.763958e-02 0.372706840 0.450936427
## 408 2021-02-11 1824.900 0.3999793224 -2.386952e-01 0.413786690 0.438197151
## 409 2021-02-12 1821.600 0.3736193681 -6.590329e-02 0.425996480 0.422052705
## 410 2021-02-13 1815.500 0.3248940509 -1.304143e-01 0.423257761 0.397763041
## 411 2021-02-14 1809.400 0.2761687337 -1.499729e-01 0.405570535 0.367364464
## 412 2021-02-15 1803.300 0.2274434165 -1.764331e-01 0.372934799 0.332384202
## 413 2021-02-16 1797.200 0.1787180993 -2.142305e-01 0.329458512 0.293967677
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## 415 2021-02-18 1773.400 -0.0113897376 -6.173053e-01 0.191384570 0.156929019
## 416 2021-02-19 1775.800 0.0077810591 -1.683164e+00 0.139121954 0.119642029
## 417 2021-02-20 1786.100 0.0900546101 1.057357e+01 0.105573463 0.112245175
## 418 2021-02-21 1796.400 0.1723281612 9.135962e-01 0.090739095 0.127265921
## 419 2021-02-22 1806.700 0.2546017123 4.774237e-01 0.094618852 0.159099869
## 420 2021-02-23 1804.400 0.2362304733 -7.215678e-02 0.102834905 0.178382520
## 421 2021-02-24 1796.400 0.1723284834 -2.705070e-01 0.131704966 0.176869011
## 422 2021-02-25 1774.400 -0.0034019889 -1.019741e+00 0.132846073 0.131801261
## 423 2021-02-26 1728.100 -0.3732351388 1.087109e+02 0.078415188 0.005542161
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## 428 2021-03-03 1715.300 -0.4754777396 4.265913e-01 -0.342082726 -0.312036570
## 429 2021-03-04 1700.200 -0.5960935283 2.536728e-01 -0.426752946 -0.383050809
## 430 2021-03-05 1698.000 -0.6136661841 2.947970e-02 -0.461100238 -0.440704653
## 431 2021-03-06 1691.233 -0.6677167477 8.807812e-02 -0.501038982 -0.497457677
## 432 2021-03-07 1684.467 -0.7217673113 8.094834e-02 -0.546569178 -0.553535085
## 433 2021-03-08 1677.700 -0.7758178749 7.488641e-02 -0.597690826 -0.609105783
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## 441 2021-03-16 1730.600 -0.3532657670 -3.701510e-02 -0.402333091 -0.411478064
## 442 2021-03-17 1726.800 -0.3836186291 8.592076e-02 -0.396285169 -0.404513205
## 443 2021-03-18 1732.200 -0.3404855687 -1.124373e-01 -0.384988321 -0.388506296
## 444 2021-03-19 1741.400 -0.2669976972 -2.158326e-01 -0.359998052 -0.358129146
## 445 2021-03-20 1740.200 -0.2765829291 3.590005e-02 -0.339952578 -0.337742592
## 446 2021-03-21 1739.000 -0.2861681610 3.465591e-02 -0.324851901 -0.324848984
## 447 2021-03-22 1737.800 -0.2957533930 3.349510e-02 -0.314696021 -0.317575087
## 448 2021-03-23 1724.700 -0.4003936842 3.538093e-01 -0.321428580 -0.338279736
## 449 2021-03-24 1732.900 -0.3348935615 -1.635893e-01 -0.314467856 -0.337433192
## 450 2021-03-25 1724.900 -0.3987955514 1.908128e-01 -0.322797854 -0.352773782
## 451 2021-03-26 1732.200 -0.3404855687 -1.462152e-01 -0.333296121 -0.349701729
## 452 2021-03-27 1725.500 -0.3940034187 1.571810e-01 -0.350070477 -0.360777151
## 453 2021-03-28 1718.800 -0.4475212686 1.358309e-01 -0.373120921 -0.382463181
## 454 2021-03-29 1712.100 -0.5010391186 1.195873e-01 -0.402447453 -0.412107165
## 455 2021-03-30 1683.900 -0.7262932496 4.495739e-01 -0.449004534 -0.490653686
## 456 2021-03-31 1713.800 -0.4874593627 -3.288395e-01 -0.470799648 -0.489855105
## 457 2021-04-01 1726.500 -0.3860153451 -2.081076e-01 -0.468973905 -0.463895165
## 458 2021-04-02 1726.625 -0.3850168765 -2.586603e-03 -0.475335520 -0.444175593
## 459 2021-04-03 1726.750 -0.3840184079 -2.593311e-03 -0.473909090 -0.429136297
## 460 2021-04-04 1726.875 -0.3830199393 -2.600054e-03 -0.464694614 -0.417607207
## 461 2021-04-05 1727.000 -0.3820214707 -2.606832e-03 -0.447692093 -0.408710773
## 462 2021-04-06 1741.500 -0.2661991140 -3.031828e-01 -0.381964359 -0.373082858
## 463 2021-04-07 1740.100 -0.2773821540 4.201006e-02 -0.351953330 -0.349157682
## 464 2021-04-08 1756.800 -0.1439861669 -4.809105e-01 -0.317377733 -0.297864803
## 465 2021-04-09 1743.300 -0.2518207749 7.489234e-01 -0.298349718 -0.286353796
## 466 2021-04-10 1739.267 -0.2840382891 1.279383e-01 -0.284066844 -0.285774920
## 467 2021-04-11 1735.233 -0.3162558033 1.134267e-01 -0.274529110 -0.293395140
## 468 2021-04-12 1731.200 -0.3484733174 1.018717e-01 -0.269736517 -0.307164685
## 469 2021-04-13 1746.200 -0.2286570864 -3.438319e-01 -0.264373370 -0.287537785
## 470 2021-04-14 1734.900 -0.3189180640 3.947438e-01 -0.270307072 -0.295382855
## 471 2021-04-15 1765.400 -0.0752917275 -7.639151e-01 -0.260493580 -0.240360073
## 472 2021-04-16 1779.000 0.0333414636 -1.442830e+00 -0.219756118 -0.171934689
## 473 2021-04-17 1775.800 0.0077807316 -7.666350e-01 -0.178067686 -0.127005834
## 474 2021-04-18 1772.600 -0.0177800005 -3.285132e+00 -0.135428286 -0.099699375
## 475 2021-04-19 1769.400 -0.0433407325 1.437611e+00 -0.091837917 -0.085609715
## 476 2021-04-20 1777.300 0.0197626822 -1.455984e+00 -0.056349378 -0.059266615
## 477 2021-04-21 1792.300 0.1395789132 6.062752e+00 0.009150190 -0.009555233
## 478 2021-04-22 1781.200 0.0509141194 -6.352306e-01 0.027179597 0.005562105
## 479 2021-04-23 1777.000 0.0173659662 -6.589165e-01 0.024897383 0.008513070
## 480 2021-04-24 1777.733 0.0232235181 3.373007e-01 0.027103495 0.012190682
## 481 2021-04-25 1778.467 0.0290810700 2.522250e-01 0.033797934 0.016413279
## 482 2021-04-26 1779.200 0.0349386220 2.014215e-01 0.044980699 0.021044615
## 483 2021-04-27 1778.000 0.0253537149 -2.743356e-01 0.045779418 0.022121890
## 484 2021-04-28 1773.200 -0.0129878705 -1.512267e+00 0.023984163 0.013344450
## 485 2021-04-29 1768.100 -0.0537251893 3.136566e+00 0.009035690 -0.003422960
## 486 2021-04-30 1767.300 -0.0601148052 1.189315e-01 -0.002032991 -0.017595921
##
## [[6]]
## Date 大盤 大盤_std 大盤_ROC 大盤_7MA 大盤_7EMA
## 1 2021-04-01 16571.28 -0.480558503 NA -0.480558503 -0.480558503
## 2 2021-04-02 16611.96 -0.405053855 -0.157118535 -0.442806179 -0.461682341
## 3 2021-04-03 16652.64 -0.329549207 -0.186406442 -0.405053855 -0.428649057
## 4 2021-04-04 16693.32 -0.254044559 -0.229114943 -0.367301531 -0.384997933
## 5 2021-04-05 16734.00 -0.178539912 -0.297210253 -0.329549207 -0.333383428
## 6 2021-04-06 16774.68 -0.103035264 -0.422900668 -0.291796883 -0.275796387
## 7 2021-04-07 16815.36 -0.027530616 -0.732803945 -0.254044559 -0.213729944
## 8 2021-04-08 16926.44 0.178640955 -7.488810667 -0.159873208 -0.115637219
## 9 2021-04-09 16854.10 0.044373681 -0.751604100 -0.095669275 -0.075634494
## 10 2021-04-10 16855.97 0.047838089 0.078073505 -0.041756804 -0.044766348
## 11 2021-04-11 16857.83 0.051302498 0.072419463 0.001864205 -0.020749137
## 12 2021-04-12 16859.70 0.054766907 0.067529046 0.035193750 -0.001870126
## 13 2021-04-13 16824.91 -0.009803769 -1.179008999 0.048512535 -0.003853537
## 14 2021-04-14 16865.97 0.066407173 -7.773636951 0.061932219 0.013711641
## 15 2021-04-15 17076.73 0.457590478 5.890678428 0.101782151 0.124681350
## 16 2021-04-16 17158.81 0.609936235 0.332930348 0.182576802 0.245995071
## 17 2021-04-17 17193.63 0.674569746 0.105967652 0.272109895 0.353138740
## 18 2021-04-18 17228.46 0.739203257 0.095814423 0.370381432 0.449654869
## 19 2021-04-19 17263.28 0.803836767 0.087436724 0.477391412 0.538200344
## 20 2021-04-20 17323.87 0.916295306 0.139902209 0.609691280 0.632724084
## 21 2021-04-21 17202.11 0.690301567 -0.246638543 0.698819051 0.647118455
## 22 2021-04-22 17096.97 0.495157618 -0.282693766 0.704185785 0.609128246
## 23 2021-04-23 17300.27 0.872492955 0.762050958 0.741693888 0.674969423
## 24 2021-04-24 17390.94 1.040788041 0.192889909 0.794010787 0.766424078
## 25 2021-04-25 17481.62 1.209083128 0.161699674 0.861136483 0.877088840
## 26 2021-04-26 17572.29 1.377378215 0.139192321 0.943070976 1.002161184
## 27 2021-04-27 17595.90 1.421202316 0.031817042 1.015200549 1.106921467
## 28 2021-04-28 17567.53 1.368543792 -0.037052096 1.112092295 1.172327048
## 29 2021-04-29 17566.66 1.366930612 -0.001178757 1.236631294 1.220977939
## 30 2021-04-30 17480.58 1.207165136 -0.116878995 1.284441606 1.217524738
## 31 2021-05-01 17394.50 1.047399659 -0.132347656 1.285386123 1.174993468
## 32 2021-05-02 17308.43 0.887634183 -0.152535352 1.239464845 1.103153647
## 33 2021-05-03 17222.35 0.727868707 -0.179990225 1.146677772 1.009332412
## 34 2021-05-04 16933.78 0.192264164 -0.735853235 0.971115179 0.805065350
## 35 2021-05-05 16843.44 0.024587765 -0.872114677 0.779121461 0.609945954
## 36 2021-05-06 16994.36 0.304704577 11.392528616 0.627374884 0.533635609
## 37 2021-05-07 17285.00 0.844151750 1.770394063 0.575515829 0.611264645
## 38 2021-05-08 17268.54 0.813594387 -0.036198898 0.542115076 0.661847080
## 39 2021-05-09 17252.07 0.783037025 -0.037558473 0.527172625 0.692144566
## 40 2021-05-10 17235.61 0.752479662 -0.039024161 0.530688476 0.707228340
## 41 2021-05-11 16583.13 -0.458561263 -1.609400208 0.437713415 0.415780940
## 42 2021-05-12 15902.37 -1.722095767 2.755432278 0.188187196 -0.118688237
## 43 2021-05-13 15670.10 -2.153204354 0.250339496 -0.162942651 -0.627317266
## 44 2021-05-14 15827.09 -1.861820661 -0.135325610 -0.549510139 -0.935943115
## 45 2021-05-15 15669.36 -2.154583712 0.157245570 -0.973535581 -1.240603264
## 46 2021-05-16 15511.62 -2.447346763 0.135879172 -1.435018980 -1.542289139
## 47 2021-05-17 15353.89 -2.740109814 0.119624671 -1.933960333 -1.841744308
## 48 2021-05-18 16145.98 -1.269939721 -0.536536925 -2.049871542 -1.698793161
## 49 2021-05-19 16132.66 -1.294663055 0.019468116 -1.988809726 -1.597760634
## 50 2021-05-20 16042.36 -1.462265138 0.129456141 -1.890104123 -1.563886760
## 51 2021-05-21 16302.06 -0.980247150 -0.329637885 -1.764165050 -1.417976858
## 52 2021-05-22 16314.14 -0.957831812 -0.022867028 -1.593200493 -1.302940596
## 53 2021-05-23 16326.21 -0.935416473 -0.023402166 -1.377210452 -1.211059565
## 54 2021-05-24 16338.29 -0.913001134 -0.023962951 -1.116194926 -1.136544958
## 55 2021-05-25 16595.67 -0.435287978 -0.523233914 -0.996958963 -0.961230713
## 56 2021-05-26 16643.69 -0.346160726 -0.204754684 -0.861458630 -0.807463216
## 57 2021-05-27 16601.61 -0.424263982 0.225627144 -0.713172751 -0.711663407
## 58 2021-05-28 16870.86 0.075480854 -1.177910117 -0.562354464 -0.514877342
## 59 2021-05-29 16936.72 0.197715139 1.619407808 -0.397276328 -0.336729222
## 60 2021-05-30 17002.57 0.319949424 0.618234321 -0.217938343 -0.172559560
## 61 2021-05-31 17068.43 0.442183709 0.382042522 -0.024340508 -0.018873743
## 62 2021-06-01 17162.38 0.616562957 0.394359277 0.125923911 0.139985432
## 63 2021-06-02 17165.04 0.621496750 0.008002091 0.264160693 0.260363262
##
## [[7]]
## Date SP500 SP500_std SP500_ROC SP500_7MA SP500_7EMA
## 1 2020-01-01 3244.315 -0.357558207 NA -0.3575582073 -0.357558207
## 2 2020-01-02 3257.850 -0.325244665 -9.037282e-02 -0.3414014362 -0.349479822
## 3 2020-01-03 3234.850 -0.380155006 1.688278e-01 -0.3543192929 -0.357148618
## 4 2020-01-04 3238.660 -0.371058989 -2.392713e-02 -0.3585042170 -0.360626211
## 5 2020-01-05 3242.470 -0.361962972 -2.451367e-02 -0.3591959679 -0.360960401
## 6 2020-01-06 3246.280 -0.352866954 -2.512969e-02 -0.3581411323 -0.358937039
## 7 2020-01-07 3237.180 -0.374592350 6.156824e-02 -0.3604913063 -0.362850867
## 8 2020-01-08 3253.050 -0.336704215 -1.011450e-01 -0.3575121644 -0.356314204
## 9 2020-01-09 3274.700 -0.285016872 -1.535096e-01 -0.3517653368 -0.338489871
## 10 2020-01-10 3265.350 -0.307339119 7.831904e-02 -0.3413630672 -0.330702183
## 11 2020-01-11 3272.943 -0.289210749 -5.898491e-02 -0.3296704615 -0.320329324
## 12 2020-01-12 3280.537 -0.271082377 -6.268222e-02 -0.3166875194 -0.308017588
## 13 2020-01-13 3288.130 -0.252954007 -6.687403e-02 -0.3024142413 -0.294251693
## 14 2020-01-14 3283.150 -0.264843290 4.700176e-02 -0.2867358041 -0.286899592
## 15 2020-01-15 3289.290 -0.250184616 -5.534848e-02 -0.2743758614 -0.277720848
## 16 2020-01-16 3316.810 -0.184483199 -2.626117e-01 -0.2600139082 -0.254411436
## 17 2020-01-17 3329.620 -0.153900526 -1.657748e-01 -0.2380941092 -0.229283708
## 18 2020-01-18 3327.412 -0.159170725 3.424419e-02 -0.2195169630 -0.211755463
## 19 2020-01-19 3325.205 -0.164440924 3.311035e-02 -0.2042824697 -0.199926828
## 20 2020-01-20 3322.997 -0.169711124 3.204919e-02 -0.1923906292 -0.192372902
## 21 2020-01-21 3320.790 -0.174981323 3.105394e-02 -0.1795532053 -0.188025007
## 22 2020-01-22 3321.750 -0.172689413 -1.309803e-02 -0.1684824620 -0.184191108
## 23 2020-01-23 3325.540 -0.163641143 -5.239620e-02 -0.1655050255 -0.179053617
## 24 2020-01-24 3295.470 -0.235430446 4.386996e-01 -0.1771521569 -0.193147824
## 25 2020-01-25 3278.190 -0.276684824 1.752296e-01 -0.1939398853 -0.214032074
## 26 2020-01-26 3260.910 -0.317939202 1.491024e-01 -0.2158682107 -0.240008856
## 27 2020-01-27 3243.630 -0.359193580 1.297556e-01 -0.2429371331 -0.269805037
## 28 2020-01-28 3276.240 -0.281340266 -2.167447e-01 -0.2581312679 -0.272688845
## 29 2020-01-29 3273.400 -0.288120500 2.409976e-02 -0.2746214232 -0.276546758
## 30 2020-01-30 3283.660 -0.263625713 -8.501577e-02 -0.2889049331 -0.273316497
## 31 2020-01-31 3225.520 -0.402429506 5.265184e-01 -0.3127619416 -0.305594749
## 32 2020-02-01 3233.320 -0.383807738 -4.627337e-02 -0.3280652150 -0.325147996
## 33 2020-02-02 3241.120 -0.365185970 -4.851848e-02 -0.3348147532 -0.335157490
## 34 2020-02-03 3248.920 -0.346564202 -5.099256e-02 -0.3330105563 -0.338009168
## 35 2020-02-04 3297.590 -0.230369145 -3.352771e-01 -0.3257289675 -0.311099162
## 36 2020-02-05 3334.690 -0.141796377 -3.844819e-01 -0.3048255215 -0.268773466
## 37 2020-02-06 3345.780 -0.115320043 -1.867208e-01 -0.2836389973 -0.230410110
## 38 2020-02-07 3327.710 -0.158460472 3.740931e-01 -0.2487862782 -0.212422701
## 39 2020-02-08 3335.837 -0.139058817 -1.224385e-01 -0.2138221467 -0.194081730
## 40 2020-02-09 3343.963 -0.119657165 -1.395212e-01 -0.1787466031 -0.175475589
## 41 2020-02-10 3352.090 -0.100255510 -1.621437e-01 -0.1435596472 -0.156670569
## 42 2020-02-11 3357.750 -0.086742792 -1.347828e-01 -0.1230415967 -0.139188625
## 43 2020-02-12 3379.450 -0.034936078 -5.972452e-01 -0.1077758397 -0.113125488
## 44 2020-02-13 3373.940 -0.048090686 3.765336e-01 -0.0981716458 -0.096866788
## 45 2020-02-14 3380.160 -0.033241020 -3.087847e-01 -0.0802831527 -0.080960346
## 46 2020-02-15 3377.693 -0.039131945 1.772185e-01 -0.0660078851 -0.070503245
## 47 2020-02-16 3375.225 -0.045022869 1.505400e-01 -0.0553458429 -0.064133151
## 48 2020-02-17 3372.758 -0.050913794 1.308429e-01 -0.0482970262 -0.060828312
## 49 2020-02-18 3370.290 -0.056804719 1.157039e-01 -0.0440201587 -0.059822414
## 50 2020-02-19 3386.150 -0.018940457 -6.665689e-01 -0.0417350699 -0.049601925
## 51 2020-02-20 3373.230 -0.049785745 1.628540e+00 -0.0419772211 -0.049647880
## 52 2020-02-21 3337.750 -0.134490914 1.701394e+00 -0.0564414918 -0.070858638
## 53 2020-02-22 3300.463 -0.223509332 6.618917e-01 -0.0827811186 -0.109021312
## 54 2020-02-23 3263.177 -0.312527748 3.982761e-01 -0.1209961012 -0.159897921
## 55 2020-02-24 3225.890 -0.401546165 2.848336e-01 -0.1710864400 -0.220309982
## 56 2020-02-25 3128.210 -0.634747997 5.807597e-01 -0.2536497655 -0.323919486
## 57 2020-02-26 3116.390 -0.662967138 4.445723e-02 -0.3456535771 -0.408681399
## 58 2020-02-27 2978.760 -0.991545845 4.956184e-01 -0.4801907343 -0.554397510
## 59 2020-02-28 2954.220 -1.050132792 5.908647e-02 -0.6109967168 -0.678331331
## 60 2020-02-29 2999.557 -0.941895755 -1.030699e-01 -0.7136233486 -0.744222437
## 61 2020-03-01 3044.893 -0.833658720 -1.149140e-01 -0.7880706304 -0.766581508
## 62 2020-03-02 3090.230 -0.725421683 -1.298337e-01 -0.8343385614 -0.756291551
## 63 2020-03-03 3003.370 -0.932791780 2.858615e-01 -0.8769162447 -0.800416609
## 64 2020-03-04 3130.120 -0.630188052 -3.244065e-01 -0.8722335180 -0.757859469
## 65 2020-03-05 3023.940 -0.883682836 4.022526e-01 -0.8568245167 -0.789315311
## 66 2020-03-06 2972.370 -1.006801371 1.393243e-01 -0.8506343136 -0.843686826
## 67 2020-03-07 2897.100 -1.186501431 1.784861e-01 -0.8855779816 -0.929390477
## 68 2020-03-08 2821.830 -1.366201491 1.514537e-01 -0.9616555204 -1.038593231
## 69 2020-03-09 2746.560 -1.545901551 1.315326e-01 -1.0788669302 -1.165420311
## 70 2020-03-10 2882.230 -1.222002160 -2.095214e-01 -1.1201826988 -1.179565773
## 71 2020-03-11 2741.380 -1.558268315 2.751764e-01 -1.2527655936 -1.274241409
## 72 2020-03-12 2480.640 -2.180760593 3.994770e-01 -1.4380624160 -1.500871205
## 73 2020-03-13 2711.020 -1.630749966 -2.522105e-01 -1.5271979296 -1.533340895
## 74 2020-03-14 2602.723 -1.889298094 1.585455e-01 -1.6275974528 -1.622330195
## 75 2020-03-15 2494.427 -2.147846219 1.368488e-01 -1.7392609854 -1.753709201
## 76 2020-03-16 2386.130 -2.406394347 1.203755e-01 -1.8621885277 -1.916880487
## 77 2020-03-17 2529.190 -2.064852024 -1.419312e-01 -1.9825956511 -1.953873372
## 78 2020-03-18 2398.100 -2.377817096 1.515678e-01 -2.0996740483 -2.059859303
## 79 2020-03-19 2409.390 -2.350863280 -1.133553e-02 -2.1239744323 -2.132610297
## 80 2020-03-20 2304.920 -2.600275600 1.060939e-01 -2.2624780943 -2.249526623
## 81 2020-03-21 2282.413 -2.654008155 2.066418e-02 -2.3717223888 -2.350647006
## 82 2020-03-22 2259.907 -2.707740708 2.024581e-02 -2.4517073157 -2.439920431
## 83 2020-03-23 2237.400 -2.761473263 1.984405e-02 -2.5024328750 -2.520308639
## 84 2020-03-24 2447.330 -2.260285091 -1.814930e-01 -2.5303518846 -2.455302752
## 85 2020-03-25 2475.560 -2.192888616 -2.981769e-02 -2.5039335303 -2.389699218
## 86 2020-03-26 2630.070 -1.824010493 -1.682156e-01 -2.4286688464 -2.248277037
## 87 2020-03-27 2541.470 -2.035534677 1.159665e-01 -2.3479915717 -2.195091447
## 88 2020-03-28 2569.863 -1.967748259 -3.330153e-02 -2.2499544438 -2.138255650
## 89 2020-03-29 2598.257 -1.899961839 -3.444873e-02 -2.1345574626 -2.078682197
## 90 2020-03-30 2626.650 -1.832175422 -3.567778e-02 -2.0018006283 -2.017055503
## 91 2020-03-31 2584.590 -1.932589724 5.480605e-02 -1.9549870044 -1.995939059
## 92 2020-04-01 2470.500 -2.204968891 1.409400e-01 -1.9567127580 -2.048196517
## 93 2020-04-02 2526.900 -2.070319185 -6.106649e-02 -1.9918997139 -2.053727184
## 94 2020-04-03 2488.650 -2.161637469 4.410831e-02 -2.0099143986 -2.080704755
## 95 2020-04-04 2546.993 -2.022348238 -6.443691e-02 -2.0177143955 -2.066115626
## 96 2020-04-05 2605.337 -1.883059004 -6.887500e-02 -2.0152997047 -2.020351470
## 97 2020-04-06 2663.680 -1.743769772 -7.396966e-02 -2.0026703262 -1.951206046
## 98 2020-04-07 2659.410 -1.753963997 5.846084e-03 -1.9771523651 -1.901895534
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## 283 2020-10-09 3477.130 0.198265754 5.744456e-01 0.0380196428 0.057021323
## 284 2020-10-10 3496.160 0.243698093 2.291487e-01 0.0815579729 0.103690515
## 285 2020-10-11 3515.190 0.289130431 1.864288e-01 0.1247438762 0.150050494
## 286 2020-10-12 3534.220 0.334562770 1.571344e-01 0.1675773530 0.196178563
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## 290 2020-10-16 3483.810 0.214213627 5.265722e-03 0.2574086249 0.217008997
## 291 2020-10-17 3464.847 0.168940449 -2.113459e-01 0.2467289616 0.204991860
## 292 2020-10-18 3445.883 0.123667269 -2.679831e-01 0.2230913669 0.184660712
## 293 2020-10-19 3426.920 0.078394091 -3.660886e-01 0.1864958414 0.158094057
## 294 2020-10-20 3443.120 0.117070071 4.933532e-01 0.1630276390 0.147838060
## 295 2020-10-21 3435.560 0.099021280 -1.541708e-01 0.1449140475 0.135633865
## 296 2020-10-22 3453.490 0.141827472 4.322929e-01 0.1347334656 0.137182267
## 297 2020-10-23 3465.390 0.170237606 2.003147e-01 0.1284511769 0.145446102
## 298 2020-10-24 3443.917 0.118972038 -3.011413e-01 0.1213128325 0.138827586
## 299 2020-10-25 3422.443 0.067706469 -4.309044e-01 0.1133184325 0.121047307
## 300 2020-10-26 3400.970 0.016440902 -7.571738e-01 0.1044679769 0.094895705
## 301 2020-10-27 3390.680 -0.008125507 -1.494225e+00 0.0865828943 0.069140402
## 302 2020-10-28 3271.030 -0.293778652 3.515512e+01 0.0304686182 -0.021589361
## 303 2020-10-29 3310.110 -0.200478820 -3.175855e-01 -0.0184322807 -0.066311726
## 304 2020-10-30 3269.960 -0.296333177 4.781271e-01 -0.0850852496 -0.123817089
## 305 2020-10-31 3283.387 -0.264278270 -1.081718e-01 -0.1398352936 -0.158932384
## 306 2020-11-01 3296.813 -0.232223365 -1.212922e-01 -0.1826824127 -0.177255129
## 307 2020-11-02 3310.240 -0.200168457 -1.380348e-01 -0.2136266069 -0.182983461
## 308 2020-11-03 3369.160 -0.059502488 -7.027379e-01 -0.2209661755 -0.152113218
## 309 2020-11-04 3443.440 0.117834041 -2.980321e+00 -0.1621643622 -0.084626403
## 310 2020-11-05 3510.450 0.277814126 1.357673e+00 -0.0938367984 0.005983729
## 311 2020-11-06 3509.440 0.275402846 -8.679473e-03 -0.0121602237 0.073338508
## 312 2020-11-07 3523.127 0.308078479 1.186467e-01 0.0696050261 0.132023501
## 313 2020-11-08 3536.813 0.340754109 1.060627e-01 0.1514589509 0.184206153
## 314 2020-11-09 3550.500 0.373429742 9.589212e-02 0.2334015509 0.231512050
## 315 2020-11-10 3545.530 0.361564334 -3.177414e-02 0.2935539539 0.264025121
## 316 2020-11-11 3572.660 0.426334662 1.791392e-01 0.3376254713 0.304602507
## 317 2020-11-12 3537.010 0.341223633 -1.996343e-01 0.3466839723 0.313757788
## 318 2020-11-13 3585.150 0.456153365 3.368164e-01 0.3725054750 0.349356682
## 319 2020-11-14 3599.070 0.489386059 7.285421e-02 0.3984065578 0.384364026
## 320 2020-11-15 3612.990 0.522618752 6.790691e-02 0.4243872211 0.418927708
## 321 2020-11-16 3626.910 0.555851446 6.358879e-02 0.4504474644 0.453158642
## 322 2020-11-17 3609.530 0.514358327 -7.464786e-02 0.4722751777 0.468458563
## 323 2020-11-18 3567.790 0.414707994 -1.937372e-01 0.4706142251 0.455020921
## 324 2020-11-19 3581.870 0.448322673 8.105626e-02 0.4859140879 0.453346359
## 325 2020-11-20 3557.540 0.390237081 -1.295620e-01 0.4764974760 0.437569040
## 326 2020-11-21 3564.223 0.406192912 4.088753e-02 0.4646127407 0.429725008
## 327 2020-11-22 3570.907 0.422148744 3.928142e-02 0.4502598825 0.427830942
## 328 2020-11-23 3577.590 0.438104575 3.779670e-02 0.4334389009 0.430399350
## 329 2020-11-24 3635.410 0.576144398 3.150842e-01 0.4422654825 0.466835612
## 330 2020-11-25 3629.650 0.562392938 -2.386808e-02 0.4633633316 0.490724944
## 331 2020-11-26 3634.000 0.572778155 1.846612e-02 0.4811426862 0.511238246
## 332 2020-11-27 3638.350 0.583163372 1.813131e-02 0.5087035848 0.529219528
## 333 2020-11-28 3632.777 0.569857562 -2.281661e-02 0.5320842492 0.539379036
## 334 2020-11-29 3627.203 0.556551751 -2.334936e-02 0.5512846787 0.543672215
## 335 2020-11-30 3621.630 0.543245941 -2.390759e-02 0.5663048739 0.543565647
## 336 2020-12-01 3662.450 0.640699860 1.793919e-01 0.5755270827 0.567849200
## 337 2020-12-02 3669.010 0.656361244 2.444418e-02 0.5889511264 0.589977211
## 338 2020-12-03 3666.720 0.650894084 -8.329499e-03 0.6001105448 0.605206429
## 339 2020-12-04 3699.120 0.728246043 1.188395e-01 0.6208366407 0.635966333
## 340 2020-12-05 3696.733 0.722548100 -7.824201e-03 0.6426495746 0.657611774
## 341 2020-12-06 3694.347 0.716850159 -7.885899e-03 0.6655493472 0.672421370
## 342 2020-12-07 3691.960 0.711152215 -7.948584e-03 0.6895359578 0.682104082
## 343 2020-12-08 3702.250 0.735718624 3.454452e-02 0.7031100670 0.695507717
## 344 2020-12-09 3672.820 0.665457262 -9.550032e-02 0.7044094980 0.687995103
## 345 2020-12-10 3668.100 0.654188705 -1.693355e-02 0.7048801581 0.679543504
## 346 2020-12-11 3663.460 0.643111140 -1.693329e-02 0.6927180291 0.670435413
## 347 2020-12-12 3658.137 0.630402182 -1.976168e-02 0.6795543266 0.660427105
## 348 2020-12-13 3652.813 0.617693222 -2.016008e-02 0.6653890499 0.649743634
## 349 2020-12-14 3647.490 0.604984264 -2.057487e-02 0.6502221998 0.638553792
## 350 2020-12-15 3694.620 0.717502715 1.859857e-01 0.6476199271 0.658291023
## 351 2020-12-16 3701.170 0.733140226 2.179436e-02 0.6572889219 0.677003323
## 352 2020-12-17 3722.480 0.784015851 6.939413e-02 0.6758356571 0.703756455
## 353 2020-12-18 3709.410 0.752812452 -3.979945e-02 0.6915072731 0.716020454
## 354 2020-12-19 3704.580 0.741281281 -1.531746e-02 0.7073471443 0.722335661
## 355 2020-12-20 3699.750 0.729750109 -1.555573e-02 0.7233552710 0.724189273
## 356 2020-12-21 3694.920 0.718218937 -1.580153e-02 0.7395316529 0.722696689
## 357 2020-12-22 3687.260 0.699931406 -2.546233e-02 0.7370214659 0.717005368
## 358 2020-12-23 3690.010 0.706496773 9.380015e-03 0.7332152584 0.714378220
## 359 2020-12-24 3703.060 0.737652423 4.409879e-02 0.7265919117 0.720196770
## 360 2020-12-25 3711.135 0.756930728 2.613467e-02 0.7271802367 0.729380260
## 361 2020-12-26 3719.210 0.776209032 2.546905e-02 0.7321699156 0.741087453
## 362 2020-12-27 3727.285 0.795487337 2.483649e-02 0.7415609482 0.754687424
## 363 2020-12-28 3735.360 0.814765642 2.423458e-02 0.7553533345 0.769706978
## 364 2020-12-29 3727.040 0.794902423 -2.437906e-02 0.7689206226 0.776005839
## 365 2020-12-30 3732.040 0.806839453 1.501698e-02 0.7832552911 0.783714243
## 366 2020-12-31 3756.070 0.864208823 7.110382e-02 0.8013347768 0.803837888
## 367 2021-01-01 3742.215 0.831131311 -3.827491e-02 0.8119348601 0.810661244
## 368 2021-01-02 3728.360 0.798053799 -3.979818e-02 0.8150555410 0.807509382
## 369 2021-01-03 3714.505 0.764976287 -4.144772e-02 0.8106968195 0.796876108
## 370 2021-01-04 3700.650 0.731898774 -4.323992e-02 0.7988586956 0.780631775
## 371 2021-01-05 3726.860 0.794472689 8.549531e-02 0.7987973051 0.784092004
## 372 2021-01-06 3748.140 0.845276692 6.394682e-02 0.8042883393 0.799388176
## 373 2021-01-07 3803.790 0.978135844 1.571783e-01 0.8205636280 0.844075093
## 374 2021-01-08 3824.680 1.028008758 5.098772e-02 0.8486889776 0.890058509
## 375 2021-01-09 3816.323 1.008058000 -1.940719e-02 0.8786895778 0.919558382
## 376 2021-01-10 3807.967 0.988107244 -1.979128e-02 0.9105654290 0.936695597
## 377 2021-01-11 3799.610 0.968156486 -2.019088e-02 0.9443165306 0.944560820
## 378 2021-01-12 3801.190 0.971928588 3.896169e-03 0.9696673733 0.951402762
## 379 2021-01-13 3809.840 0.992579651 2.124751e-02 0.9907106531 0.961696984
## 380 2021-01-14 3795.540 0.958439743 -3.439513e-02 0.9878969245 0.960882674
## 381 2021-01-15 3768.250 0.893287430 -6.797747e-02 0.9686510204 0.943983863
## 382 2021-01-16 3775.915 0.911586898 2.048553e-02 0.9548694343 0.935884622
## 383 2021-01-17 3783.580 0.929886366 2.007430e-02 0.9465521660 0.934385058
## 384 2021-01-18 3791.245 0.948185834 1.967925e-02 0.9436992156 0.937835252
## 385 2021-01-19 3798.910 0.966485302 1.929945e-02 0.9429216033 0.944997764
## 386 2021-01-20 3851.850 1.092874583 1.307721e-01 0.9572494508 0.981966969
## 387 2021-01-21 3853.070 1.095787219 2.665114e-03 0.9768705187 1.010422031
## 388 2021-01-22 3841.470 1.068093307 -2.527307e-02 1.0018427869 1.024839850
## 389 2021-01-23 3846.100 1.079146998 1.034899e-02 1.0257799441 1.038416637
## 390 2021-01-24 3850.730 1.090200688 1.024299e-02 1.0486819901 1.051362650
## 391 2021-01-25 3855.360 1.101254379 1.013913e-02 1.0705489251 1.063835582
## 392 2021-01-26 3849.620 1.087550667 -1.244373e-02 1.0878439773 1.069764353
## 393 2021-01-27 3750.770 0.851555570 -2.169969e-01 1.0533698326 1.015212158
## 394 2021-01-28 3787.380 0.938958509 1.026391e-01 1.0309657313 0.996148746
## 395 2021-01-29 3714.240 0.764343624 -1.859666e-01 0.9875729193 0.938197465
## 396 2021-01-30 3734.113 0.811789341 6.207381e-02 0.9493789684 0.906595434
## 397 2021-01-31 3753.987 0.859235061 5.844585e-02 0.9163838788 0.894755341
## 398 2021-02-01 3773.860 0.906680778 5.521855e-02 0.8885876501 0.897736700
## 399 2021-02-02 3826.310 1.031900230 1.381075e-01 0.8806375877 0.931277583
## 400 2021-02-03 3830.170 1.041115618 8.930503e-03 0.9077175945 0.958737091
## 401 2021-02-04 3871.740 1.140360091 9.532512e-02 0.9364892491 1.004142841
## 402 2021-02-05 3886.830 1.176386050 3.159174e-02 0.9953524528 1.047203644
## 403 2021-02-06 3896.417 1.199273318 1.945558e-02 1.0507073066 1.085221062
## 404 2021-02-07 3906.003 1.222160583 1.908428e-02 1.1025538097 1.119455942
## 405 2021-02-08 3915.590 1.245047851 1.872689e-02 1.1508919629 1.150853919
## 406 2021-02-09 3911.230 1.234638760 -8.360394e-03 1.1798546100 1.171800129
## 407 2021-02-10 3909.880 1.231415762 -2.610479e-03 1.2070403448 1.186704037
## 408 2021-02-11 3916.380 1.246933901 1.260187e-02 1.2222651748 1.201761503
## 409 2021-02-12 3934.830 1.290981545 3.532476e-02 1.2386359598 1.224066514
## 410 2021-02-13 3934.270 1.289644597 -1.035605e-03 1.2515461426 1.240461035
## 411 2021-02-14 3933.710 1.288307650 -1.036679e-03 1.2609957236 1.252422688
## 412 2021-02-15 3933.150 1.286970702 -1.037755e-03 1.2669847024 1.261059692
## 413 2021-02-16 3932.590 1.285633755 -1.038833e-03 1.2742697018 1.267203208
## 414 2021-02-17 3931.330 1.282625623 -2.339805e-03 1.2815853963 1.271058812
## 415 2021-02-18 3913.970 1.241180253 -3.231291e-02 1.2807634465 1.263589172
## 416 2021-02-19 3906.710 1.223847684 -1.396459e-02 1.2711728949 1.253653800
## 417 2021-02-20 3896.640 1.199806504 -1.964393e-02 1.2583388816 1.240191976
## 418 2021-02-21 3886.570 1.175765324 -2.003755e-02 1.2422614066 1.224085313
## 419 2021-02-22 3876.500 1.151724144 -2.044726e-02 1.2229404697 1.205995021
## 420 2021-02-23 3881.370 1.163350812 1.009501e-02 1.2054714779 1.195333969
## 421 2021-02-24 3925.430 1.268539927 9.041908e-02 1.2034592356 1.213635458
## 422 2021-02-25 3829.340 1.039134071 -1.808424e-01 1.1745954953 1.170010111
## 423 2021-02-26 3811.150 0.995707153 -4.179145e-02 1.1420039909 1.126434372
## 424 2021-02-27 3841.373 1.067862524 7.246646e-02 1.1231548509 1.111791410
## 425 2021-02-28 3871.597 1.140017897 6.756991e-02 1.1180480756 1.118848032
## 426 2021-03-01 3901.820 1.212173268 6.329319e-02 1.1266836647 1.142179341
## 427 2021-03-02 3870.290 1.136898352 -6.209914e-02 1.1229047418 1.140859094
## 428 2021-03-03 3819.720 1.016167224 -1.061934e-01 1.0868514985 1.109686126
## 429 2021-03-04 3768.470 0.893812659 -1.204079e-01 1.0660912968 1.055717759
## 430 2021-03-05 3841.940 1.069215388 1.962410e-01 1.0765924732 1.059092167
## 431 2021-03-06 3835.077 1.052829825 -1.532485e-02 1.0744449448 1.057526581
## 432 2021-03-07 3828.213 1.036444259 -1.556336e-02 1.0596487108 1.052256001
## 433 2021-03-08 3821.350 1.020058696 -1.580940e-02 1.0322037719 1.044206674
## 434 2021-03-09 3875.440 1.149193494 1.265955e-01 1.0339602207 1.070453379
## 435 2021-03-10 3898.810 1.204987176 4.855029e-02 1.0609344995 1.104086828
## 436 2021-03-11 3939.340 1.301748746 8.030091e-02 1.1192110834 1.153502308
## 437 2021-03-12 3943.340 1.311298371 7.335997e-03 1.1537943667 1.192951324
## 438 2021-03-13 3951.873 1.331670903 1.553615e-02 1.1936288064 1.227631218
## 439 2021-03-14 3960.407 1.352043437 1.529847e-02 1.2387144031 1.258734273
## 440 2021-03-15 3968.940 1.372415968 1.506796e-02 1.2890511564 1.287154697
## 441 2021-03-16 3962.710 1.357542428 -1.083749e-02 1.3188152898 1.304751630
## 442 2021-03-17 3974.120 1.384782732 2.006590e-02 1.3445003693 1.324759405
## 443 2021-03-18 3915.460 1.244737488 -1.011316e-01 1.3363559038 1.304753926
## 444 2021-03-19 3913.100 1.239103209 -4.526479e-03 1.3260423092 1.288341247
## 445 2021-03-20 3922.263 1.260979807 1.765519e-02 1.3159435813 1.281500887
## 446 2021-03-21 3931.427 1.282856407 1.734889e-02 1.3060597198 1.281839767
## 447 2021-03-22 3940.590 1.304733004 1.705304e-02 1.2963907250 1.287563076
## 448 2021-03-23 3910.520 1.232943701 -5.502222e-02 1.2785909069 1.273908232
## 449 2021-03-24 3889.140 1.181900958 -4.139909e-02 1.2496077963 1.250906414
## 450 2021-03-25 3909.520 1.230556295 4.116702e-02 1.2475819117 1.245818884
## 451 2021-03-26 3974.540 1.385785443 1.261455e-01 1.2685365164 1.280810524
## 452 2021-03-27 3973.390 1.383039926 -1.981199e-03 1.2859736763 1.306367874
## 453 2021-03-28 3972.240 1.380294409 -1.985132e-03 1.2998933908 1.324849508
## 454 2021-03-29 3971.090 1.377548891 -1.989081e-03 1.3102956604 1.338024354
## 455 2021-03-30 3958.550 1.347610818 -2.173286e-02 1.3266766772 1.340420970
## 456 2021-03-31 3972.890 1.381846223 2.540452e-02 1.3552402863 1.350777283
## 457 2021-04-01 4019.870 1.494006563 8.116702e-02 1.3928760389 1.386584603
## 458 2021-04-02 4034.380 1.528647826 2.318682e-02 1.4132849508 1.422100409
## 459 2021-04-03 4048.890 1.563289089 2.266138e-02 1.4390348313 1.457397579
## 460 2021-04-04 4063.400 1.597930352 2.215922e-02 1.4701256805 1.492530772
## 461 2021-04-05 4077.910 1.632571616 2.167883e-02 1.5065574982 1.527540983
## 462 2021-04-06 4073.940 1.623093613 -5.805566e-03 1.5459121832 1.551429141
## 463 2021-04-07 4079.950 1.637441924 8.840101e-03 1.5824258548 1.572932336
## 464 2021-04-08 4097.170 1.678553058 2.510693e-02 1.6087896398 1.599337517
## 465 2021-04-09 4128.800 1.754066714 4.498735e-02 1.6409923380 1.638019816
## 466 2021-04-10 4128.530 1.753422114 -3.674887e-04 1.6681541988 1.666870391
## 467 2021-04-11 4128.260 1.752777515 -3.676238e-04 1.6902752220 1.688347172
## 468 2021-04-12 4127.990 1.752132915 -3.677590e-04 1.7073554076 1.704293608
## 469 2021-04-13 4141.590 1.784601639 1.853097e-02 1.7304279827 1.724370615
## 470 2021-04-14 4124.660 1.744182853 -2.264863e-02 1.7456766868 1.729323675
## 471 2021-04-15 4170.420 1.853430558 6.263547e-02 1.7706591868 1.760350395
## 472 2021-04-16 4185.470 1.889361020 1.938592e-02 1.7899869448 1.792603052
## 473 2021-04-17 4178.067 1.871686257 -9.354889e-03 1.8068818224 1.812373853
## 474 2021-04-18 4170.663 1.854011492 -9.443231e-03 1.8213438192 1.822783263
## 475 2021-04-19 4163.260 1.836336730 -9.533254e-03 1.8333729355 1.826171630
## 476 2021-04-20 4134.940 1.768725388 -3.681860e-02 1.8311048997 1.811810069
## 477 2021-04-21 4173.420 1.860592776 5.193988e-02 1.8477348888 1.824005746
## 478 2021-04-22 4134.980 1.768820884 -4.932401e-02 1.8356477925 1.810209530
## 479 2021-04-23 4180.170 1.876707768 6.099367e-02 1.8338401850 1.826834090
## 480 2021-04-24 4182.653 1.882636492 3.159109e-03 1.8354045042 1.840784690
## 481 2021-04-25 4185.137 1.888565219 3.149162e-03 1.8403407509 1.852729822
## 482 2021-04-26 4187.620 1.894493943 3.139274e-03 1.8486489243 1.863170853
## 483 2021-04-27 4186.720 1.892345278 -1.134163e-03 1.8663089086 1.870464459
## 484 2021-04-28 4183.180 1.883893860 -4.466108e-03 1.8696376348 1.873821809
## 485 2021-04-29 4211.470 1.951433580 3.585113e-02 1.8957251628 1.893224752
## 486 2021-04-30 4181.170 1.879095174 -3.706937e-02 1.8960662208 1.889692357台灣類股與美國類股資料數眾多，獨立處理。
# 台灣類股
TAIEX_CAT_list = list()
for (i in 2:length(TAIEX_CAT[[1]])){
dat <- TAIEX_CAT[[1]][c(1,i)]
pref <- colnames(dat)[2]
TAIEX_CAT_list[[i-1]] <- getMA_ROC(dat[c("Date",pref)], prefix = pref)
}
head(TAIEX_CAT_list[[1]])## Date 水泥 水泥_std 水泥_ROC 水泥_7MA 水泥_7EMA
## 1 2021-04-01 185.38 -1.505895 NA -1.505895 -1.505895
## 2 2021-04-02 185.46 -1.496297 -0.006373753 -1.501096 -1.503495
## 3 2021-04-03 185.54 -1.486699 -0.006414638 -1.496297 -1.499296
## 4 2021-04-04 185.62 -1.477100 -0.006456051 -1.491498 -1.493747
## 5 2021-04-05 185.70 -1.467502 -0.006498003 -1.486699 -1.487186
## 6 2021-04-06 185.78 -1.457904 -0.006540503 -1.481899 -1.479865# 美國類股
US_SP500_CAT_list = list()
for (i in 2:length(US_SP500_CAT)){
dat <- US_SP500_CAT[c(1,i)]
pref <- colnames(dat)[2]
US_SP500_CAT_list[[i-1]] <- getMA_ROC(dat[c("Date",pref)], prefix = pref)
}
head(US_SP500_CAT_list[[1]])## Date Energy Energy_std Energy_ROC Energy_7MA Energy_7EMA
## 1 2020-01-01 460.17 2.409713 NA 2.409713 2.409713
## 2 2020-01-02 460.34 2.412384 0.001108241 2.411048 2.410381
## 3 2020-01-03 458.77 2.387721 -0.010223601 2.403272 2.404716
## 4 2020-01-04 459.96 2.406414 0.007829141 2.404058 2.405140
## 5 2020-01-05 461.15 2.425108 0.007768322 2.408268 2.410132
## 6 2020-01-06 462.34 2.443802 0.007708440 2.414190 2.418550temp_data = full_join(data_list[[7]], data_list[[2]], by = "Date")[c("Date","SP500_std","SP500_7MA", "SP500_7EMA","SP500_ROC","US_COVID_std")]
p <- temp_data %>%
ggplot( aes(US_COVID_std, SP500_7MA, color=Date)) +
geom_point() +
geom_smooth(method = "lm") +
labs(title = "美國SP500指數-COVID-19確診人數散佈圖/趨勢圖",x='單日確診人數(標準化)',y='標準化後指數之七日簡單移動平均') +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\SP500_7MA對US_COVID_std.html")temp_data = full_join(data_list[[6]], data_list[[1]], by = "Date") # [c("Date","大盤_std","大盤_7MA", "大盤_7EMA","大盤_ROC","TW_COVID_std")]
p <- temp_data %>%
ggplot( aes(TW_COVID_std, 大盤_7MA, color=Date)) +
geom_point() +
geom_smooth(method = "lm") +
labs(title = "台灣大盤指數-COVID-19確診人數散佈圖/趨勢圖", x='單日確診人數(標準化)', y='標準化後指數之七日簡單移動平均') +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_7MA對TW_COVID_std.html")# 抓出繪圖所需資料
us_case = full_join(data_list[[2]][c("Date","US_COVID","US_COVID_std")], data_list[[7]][c("Date","SP500_std")],by = 'Date')
# 計算殘差
us_case['residues'] = us_case['SP500_std'] - us_case['US_COVID_std']
# 處理時間序列(以一個月為單位)
dates <- c("2020/01", "2020/02", "2020/03", "2020/04", "2020/05", "2020/06",
"2020/07", "2020/08", "2020/09", "2020/10", "2020/11", "2020/12",
"2021/01", "2021/02", "2021/03", "2021/04")
us_case['group'] = format(us_case['Date'], '%Y-%m')
# 每一個月加總一次算rmse
US_RMSE = us_case %>% group_by(group) %>%
summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(US_COVID), sign = mean(sum(residues)))
US_RMSE['group'] <- as.Date(as.yearmon(unlist(US_RMSE['group'])) )+14
# 繪圖
p <- ggplot( )+
geom_bar(data = US_RMSE, aes(x = group, y = cases/100000), stat = "identity") +
geom_point(data = US_RMSE, aes(x = group, y = rmse*5, colour = "rmse(/5)")) +
geom_line(data = US_RMSE, aes(x = group, y = rmse*5, colour = "rmse(/5)")) +
geom_line(data = US_RMSE, aes(x = group, y = sign, colour = "sign")) +
labs(title = "US_RMSE(monthly)", x ="日期", y = "一個月內累積確診人數 (*10^5)",color = 'lines') +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\US_RMSE(monthly).html")dfRMSE = read.csv("RMSE.csv", encoding ="UTF-8")
dfRMSE['Date']<- as.Date(as.yearmon(unlist(dfRMSE['Date']), "%Y/%m"))+14
casesCol = data_list[[2]][c("Date", "US_COVID") ]
casesCol['Date']<- as.Date(unlist(casesCol['Date']))
casesCol['Date'] = format(casesCol['Date'], "%Y-%m")
casesCol['US_COVID'] <- as.numeric(unlist(casesCol['US_COVID']))
casesCol<- casesCol %>%
group_by(Date) %>%
summarise(sum = sum(US_COVID ))
casesCol['Date'] <- as.Date(as.yearmon(unlist(casesCol['Date']), "%Y-%m"))+14
p <- ggplot() +
geom_bar(data = casesCol, aes(x = Date, y = sum*100/0.3), stat = "identity") +
geom_point(data = dfRMSE, aes(x = Date, y = RMSE, group = Category, color = Category)) +
geom_line(data = dfRMSE, aes(x = Date, y = RMSE, group = Category, color = Category)) +
# 副座標軸：Cases (調整刻度)
scale_y_continuous(sec.axis = sec_axis(~. *0.3/100, name = "Cases")) +
labs(title = "11 Categories' RMSE in S&P500") +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\11_Categories_RMSE_SP500.html")# btc, oil, gold
BTC_OIL_GOLD_PLOT <- list()
BTC_OIL_GOLD_PLOT[[1]] <- data_list[[3]]
BTC_OIL_GOLD_PLOT[[2]] <- data_list[[4]]
BTC_OIL_GOLD_PLOT[[3]] <- data_list[[5]]
BTC_OIL_GOLD_PLOT[[1]]['group'] = 'BTC'
BTC_OIL_GOLD_PLOT[[2]]['group'] = 'OIL'
BTC_OIL_GOLD_PLOT[[3]]['group'] = 'GOLD'
names(BTC_OIL_GOLD_PLOT[[1]]) <- c('Date','origin','std','ROC', '7MA', '7EMA', 'group')
names(BTC_OIL_GOLD_PLOT[[2]]) <- c('Date','origin','std','ROC', '7MA', '7EMA', 'group')
names(BTC_OIL_GOLD_PLOT[[3]]) <- c('Date','origin','std','ROC', '7MA', '7EMA', 'group')
# 抓出繪圖所需資料
temp_data = rbind(BTC_OIL_GOLD_PLOT[[1]],BTC_OIL_GOLD_PLOT[[2]], BTC_OIL_GOLD_PLOT[[3]])
BOG_case = full_join(data_list[[2]][c("Date","US_COVID","US_COVID_std")], temp_data, by = 'Date')
# 計算殘差
BOG_case['residues'] = BOG_case['std'] - BOG_case['US_COVID_std']
# 處理時間序列(以一個月為單位)
BOG_case['month'] = format(BOG_case['Date'], '%Y-%m')
# 計算總表
BOG_RMSE = BOG_case %>% group_by(group, month) %>%
summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(US_COVID), sign = mean(sum(residues)))
BOG_RMSE['month'] <- as.Date(as.yearmon(unlist(BOG_RMSE['month'])) )+14
# 繪圖
p <- ggplot( )+
geom_bar(data = BOG_RMSE, aes(x = month, y = cases/100000), stat = "identity") +
geom_point(data = BOG_RMSE, aes(x = month, y = rmse*7, group = group, colour = group)) +
geom_line(data = BOG_RMSE, aes(x = month, y = rmse*7, group = group, colour = group)) +
geom_line(linetype="dashed",data = BOG_RMSE, aes(x = month, y = sign, group = group, colour = group)) +
labs(title = "BTC_OIL_GOLD_RMSE(monthly)", x ="日期", y = "一個月內累積確診人數 (*10^5)",color = 'lines') +
theme(text=element_text(size=25, family="A"))+
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\BTC_OIL_GOLD_RMSE(monthly).html")# 每五天加總一次算rmse
tw_case = full_join(data_list[[1]][c("Date","TW_COVID","TW_COVID_std")], data_list[[6]][c("Date","大盤_std")],by = 'Date')
# 計算殘差
tw_case['residues'] = tw_case['大盤_std'] - tw_case['TW_COVID_std']
# 每五天分為一類進行RMSE計算
tw_case['group'] = c(rep(seq(as.Date("2021-04-03"), as.Date("2021-05-28"), 5), each = 5), rep(as.Date("2021-06-02"),3)) # 補最後三個
TW_RMSE = tw_case %>% group_by(group) %>%
summarise(rmse = sqrt(mean(sum(residues**2))), cases = sum(TW_COVID), sign = mean(sum(residues)))
# 繪圖
p <- ggplot() +
geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.4/100), stat = "identity") +
geom_point(data = TW_RMSE, aes(x = group, y = rmse, colour = "rmse")) +
geom_line(data = TW_RMSE, aes(x = group, y = rmse, color = "rmse")) +
geom_line(linetype="dashed",data = TW_RMSE, aes(x = group, y = sign, color = "sign")) +
labs(title = "TAIEX_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.4)",color = 'lines') +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_RMSE(5 DAYS).html")台灣類股資料處理
TAIEX_CAT_plot = data.frame()
TAIEX_CAT_w_COVID = list()
for (i in 1:length(TAIEX_CAT_list)){
tw_case = full_join(TAIEX_CAT_list[[i]][c(1:3)],data_list[[1]][c("Date","TW_COVID","TW_COVID_std")], by = 'Date')
TAIEX_CAT_plot = rbind(TAIEX_CAT_plot,data.frame(tw_cat_rmse(tw_case)))
TAIEX_CAT_w_COVID[[i]] <- data.frame(tw_cat_rmse(tw_case))
}
head(TAIEX_CAT_plot)## group rmse cases sign category
## 1 2021-04-03 1.975718 18 -4.416496 水泥
## 2 2021-04-08 1.940253 8 -4.335758 水泥
## 3 2021-04-13 1.378141 12 -2.845938 水泥
## 4 2021-04-18 2.106813 10 4.273679 水泥
## 5 2021-04-23 4.851571 22 10.656778 水泥
## 6 2021-04-28 3.701146 28 8.206385 水泥head(TAIEX_CAT_w_COVID)## [[1]]
## group rmse cases sign category
## 1 2021-04-03 1.975718 18 -4.416496 水泥
## 2 2021-04-08 1.940253 8 -4.335758 水泥
## 3 2021-04-13 1.378141 12 -2.845938 水泥
## 4 2021-04-18 2.106813 10 4.273679 水泥
## 5 2021-04-23 4.851571 22 10.656778 水泥
## 6 2021-04-28 3.701146 28 8.206385 水泥
## 7 2021-05-03 2.227369 32 4.801921 水泥
## 8 2021-05-08 3.687012 39 8.226952 水泥
## 9 2021-05-13 1.483121 276 0.343959 水泥
## 10 2021-05-18 2.670477 1350 -5.309960 水泥
## 11 2021-05-23 3.766543 2631 -7.785081 水泥
## 12 2021-05-28 4.135384 2704 -8.575037 水泥
## 13 2021-06-02 NA 1229 NA 水泥
##
## [[2]]
## group rmse cases sign category
## 1 2021-04-03 1.1039546 18 -2.4361176 食品
## 2 2021-04-08 0.5875681 8 -1.2647605 食品
## 3 2021-04-13 0.4487647 12 -0.8544397 食品
## 4 2021-04-18 2.8072908 10 5.7521719 食品
## 5 2021-04-23 3.7269371 22 8.3082600 食品
## 6 2021-04-28 4.8757079 28 10.5950537 食品
## 7 2021-05-03 3.8612663 32 8.0279943 食品
## 8 2021-05-08 3.6644260 39 8.0605632 食品
## 9 2021-05-13 2.1147026 276 -1.2098553 食品
## 10 2021-05-18 3.4676768 1350 -7.2524550 食品
## 11 2021-05-23 5.2021935 2631 -10.9593844 食品
## 12 2021-05-28 5.9686786 2704 -12.7463941 食品
## 13 2021-06-02 NA 1229 NA 食品
##
## [[3]]
## group rmse cases sign category
## 1 2021-04-03 0.6595552 18 -1.4539724 塑膠
## 2 2021-04-08 0.5321225 8 -0.1471981 塑膠
## 3 2021-04-13 1.6949282 12 3.4645667 塑膠
## 4 2021-04-18 4.4631510 10 9.9216069 塑膠
## 5 2021-04-23 3.8687476 22 8.6442750 塑膠
## 6 2021-04-28 3.7724747 28 8.3975065 塑膠
## 7 2021-05-03 3.2099512 32 7.1402532 塑膠
## 8 2021-05-08 3.2747842 39 7.1752434 塑膠
## 9 2021-05-13 2.4509069 276 -3.7500848 塑膠
## 10 2021-05-18 4.6418145 1350 -10.1245281 塑膠
## 11 2021-05-23 6.1664395 2631 -13.3664811 塑膠
## 12 2021-05-28 5.4896844 2704 -11.8263366 塑膠
## 13 2021-06-02 NA 1229 NA 塑膠
##
## [[4]]
## group rmse cases sign category
## 1 2021-04-03 2.6092270 18 -5.828981 紡織
## 2 2021-04-08 1.7831308 8 -3.788187 紡織
## 3 2021-04-13 0.8597888 12 -1.837450 紡織
## 4 2021-04-18 1.4074246 10 2.890790 紡織
## 5 2021-04-23 1.8676038 22 4.120869 紡織
## 6 2021-04-28 2.3561408 28 5.185687 紡織
## 7 2021-05-03 2.6130168 32 5.779520 紡織
## 8 2021-05-08 4.2417601 39 9.355849 紡織
## 9 2021-05-13 2.7161606 276 2.569889 紡織
## 10 2021-05-18 3.0668011 1350 -6.164871 紡織
## 11 2021-05-23 2.7175041 2631 -5.334274 紡織
## 12 2021-05-28 2.2418431 2704 -4.151119 紡織
## 13 2021-06-02 NA 1229 NA 紡織
##
## [[5]]
## group rmse cases sign category
## 1 2021-04-03 1.753062 18 3.913094 電機
## 2 2021-04-08 3.070448 8 6.732890 電機
## 3 2021-04-13 2.980063 12 6.604598 電機
## 4 2021-04-18 3.314377 10 7.407671 電機
## 5 2021-04-23 2.964677 22 6.563831 電機
## 6 2021-04-28 4.081344 28 9.098614 電機
## 7 2021-05-03 2.985621 32 6.168047 電機
## 8 2021-05-08 1.564066 39 3.448289 電機
## 9 2021-05-13 2.887599 276 -5.854297 電機
## 10 2021-05-18 5.340982 1350 -11.737978 電機
## 11 2021-05-23 6.566642 2631 -14.355650 電機
## 12 2021-05-28 6.126815 2704 -13.379775 電機
## 13 2021-06-02 NA 1229 NA 電機
##
## [[6]]
## group rmse cases sign category
## 1 2021-04-03 1.6174211 18 -3.615504 電纜
## 2 2021-04-08 1.2578495 8 -2.780159 電纜
## 3 2021-04-13 0.7426281 12 -1.577766 電纜
## 4 2021-04-18 0.9465281 10 1.965829 電纜
## 5 2021-04-23 1.5835264 22 3.443582 電纜
## 6 2021-04-28 4.5464617 28 9.877612 電纜
## 7 2021-05-03 4.1897434 32 9.238563 電纜
## 8 2021-05-08 5.1066677 39 11.388424 電纜
## 9 2021-05-13 2.1238049 276 1.698866 電纜
## 10 2021-05-18 3.0290207 1350 -6.426424 電纜
## 11 2021-05-23 4.9981911 2631 -10.706199 電纜
## 12 2021-05-28 4.3920201 2704 -9.085231 電纜
## 13 2021-06-02 NA 1229 NA 電纜因台灣類股分類數量太多，不易呈現。我們將32類股分為：工業相關、電子相關與服務相關。
# 類股分類
unique(TAIEX_CAT_plot$category)## [1] "水泥" "食品" "塑膠" "紡織" "電機" "電纜" "玻璃" "造紙"
## [9] "鋼鐵" "橡膠" "汽車" "營建" "航運" "觀光" "金融" "百貨"
## [17] "其他" "化學" "生技" "油電" "半導體" "電腦" "光電" "通信"
## [25] "零組件" "電通" "資服" "其他電" "化生" "電子" "窯製" "化工"# 工業相關
industrial = c("塑膠", "玻璃", "水泥", "造紙", "鋼鐵","橡膠", "窯製", "油電","窯製","化工","化學", "化生", "生技")
# 電子相關
electronics = c("半導體" ,"電腦","光電" , "電通" , "零組件" ,"電子", "電機", "電纜","其他電")
# 服務相關
service = c("食品", "紡織","營建", "航運" , "觀光" , "金融" , "百貨", "通信" , "資服","其他" )p <- ggplot() +
geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.3/100), stat = "identity") +
geom_point(data = TAIEX_CAT_plot%>%filter(category %in%industrial), aes(x = group, y = rmse, group = category, color = category)) +
geom_line(data = TAIEX_CAT_plot%>%filter(category %in%industrial), aes(x = group, y = rmse, group = category, color = category)) +
geom_line(linetype="dashed",data = TAIEX_CAT_plot%>%filter(category %in%industrial), aes(x = group, y = sign, group = category, color = category)) +
# 副座標軸：Cases (調整刻度)
# scale_y_continuous(sec.axis = sec_axis(~. *100/0.3, name = "Cases")) +
labs(title = "TAIEX_工業相關類股分類_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.3)") +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_工業相關類股分類_RMSE(5 DAYS).html")p <- ggplot() +
geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.3/100), stat = "identity") +
geom_point(data = TAIEX_CAT_plot%>%filter(category %in%electronics), aes(x = group, y = rmse, group = category, color = category)) +
geom_line(data = TAIEX_CAT_plot%>%filter(category %in%electronics), aes(x = group, y = rmse, group = category, color = category)) +
geom_line(linetype="dashed",data = TAIEX_CAT_plot%>%filter(category %in%electronics), aes(x = group, y = sign, group = category, color = category)) +
# 副座標軸：Cases (調整刻度)
scale_y_continuous(sec.axis = sec_axis(~. *100/0.3, name = "Cases")) +
labs(title = "TAIEX_電子相關類股分類_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.3)") +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_電子相關類股分類_RMSE(5 DAYS).html")p <- ggplot() +
geom_bar(data = TW_RMSE, aes(x = group, y = cases*0.3/100), stat = "identity") +
geom_point(data = TAIEX_CAT_plot%>%filter(category %in%service), aes(x = group, y = rmse, group = category, color = category)) +
geom_line(data = TAIEX_CAT_plot%>%filter(category %in%service), aes(x = group, y = rmse, group = category, color = category)) +
geom_line(linetype="dashed",data = TAIEX_CAT_plot%>%filter(category %in%service), aes(x = group, y = sign, group = category, color = category)) +
# 副座標軸：Cases (調整刻度)
scale_y_continuous(sec.axis = sec_axis(~. *100/0.3, name = "Cases")) +
labs(title = "TAIEX_服務相關類股分類_RMSE(5 DAYS)", x ="日期", y = "五天內累積確診人數 (*100/0.3)") +
theme_bw()
ggplotly(p)# saveWidget(ggplotly(p), file="plot\\stock\\TAIEX_服務相關類股分類_RMSE(5 DAYS).html")for (i in 1:32){
df = TAIEX_CAT_list[[i]]
name = colnames(df)[2]
colnames(df)[3:6] <- c("std","ROC", "7MA", "7EMA")
df = full_join(df, data_list[[1]], by = "Date")
p <- ggplot(df, aes(TW_COVID_std , ROC, color=Date)) +
geom_point() +
geom_smooth(method = "lm")+
ylim(-2.5,2.5)+
labs(title = paste0(name,"類股_變動率對單日確診人數作圖"), x ="單日確診人數", y = "標準化後類股指數") +
theme_bw()
print(ggplotly(p))
# saveWidget(ggplotly(p), file=paste0("plot\\stock\\",name,"類股_變動率對單日確診人數作圖.html"))
}